In [1]:
from google.colab import drive
drive.mount('/content/drive')
folderPath = "/content/drive/MyDrive/Colab4GPU/Project2"
# folderPath = "."
Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount("/content/drive", force_remount=True).
In [2]:
import random
random.seed(0)

# Ignore the warnings
import warnings
warnings.filterwarnings("ignore")
In [3]:
import os
import numpy as np
import pandas as pd
import cv2
from glob import glob
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split

from tensorflow.keras.layers import Concatenate, UpSampling2D, Conv2D, Reshape, Input, Dense, Dropout, Softmax, Flatten, Activation, BatchNormalization
from tensorflow.keras.callbacks import EarlyStopping, ReduceLROnPlateau, ModelCheckpoint
from tensorflow.keras.metrics import Recall, Precision
from tensorflow.keras.applications.mobilenet import preprocess_input
import tensorflow as tf

from PIL import Image
from numpy import asarray
In [4]:
from tensorflow.keras.applications.mobilenet import MobileNet
from tensorflow.keras.applications import MobileNetV2
from tensorflow.keras.models import Model
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.losses import binary_crossentropy
from tensorflow.keras.backend import log, epsilon
from tensorflow.keras.preprocessing.image import ImageDataGenerator
In [5]:
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import ZeroPadding2D, Convolution2D, MaxPooling2D
In [6]:
IMAGE_WIDTH = 224
IMAGE_HEIGHT = 224
IMAGE_SIZE = 224

HEIGHT_CELLS = 28
WIDTH_CELLS = 28
BATCH_SIZE = 3
ALPHA = 1

1.A.

In [7]:
data = np.load(folderPath + '/images.npy', allow_pickle=True)
data.shape
Out[7]:
(409, 2)

1.B.

In [8]:
data[0]
Out[8]:
array([array([[[42, 37, 34],
               [56, 51, 48],
               [71, 66, 63],
               ...,
               [23, 33, 34],
               [26, 36, 37],
               [28, 38, 39]],

              [[40, 35, 32],
               [51, 46, 43],
               [64, 59, 56],
               ...,
               [27, 36, 35],
               [24, 33, 32],
               [26, 35, 34]],

              [[43, 38, 35],
               [51, 46, 43],
               [61, 56, 53],
               ...,
               [28, 30, 27],
               [33, 35, 32],
               [35, 37, 34]],

              ...,

              [[56, 47, 40],
               [57, 48, 41],
               [61, 52, 45],
               ...,
               [67, 48, 42],
               [55, 35, 28],
               [60, 40, 33]],

              [[53, 44, 37],
               [54, 45, 38],
               [57, 48, 41],
               ...,
               [59, 40, 34],
               [60, 40, 33],
               [54, 34, 27]],

              [[53, 44, 37],
               [54, 45, 38],
               [57, 48, 41],
               ...,
               [59, 40, 34],
               [70, 50, 43],
               [64, 44, 37]]], dtype=uint8),
       list([{'label': ['Face'], 'notes': '', 'points': [{'x': 0.08615384615384615, 'y': 0.3063063063063063}, {'x': 0.1723076923076923, 'y': 0.45345345345345345}], 'imageWidth': 650, 'imageHeight': 333}, {'label': ['Face'], 'notes': '', 'points': [{'x': 0.583076923076923, 'y': 0.2912912912912913}, {'x': 0.6584615384615384, 'y': 0.46846846846846846}], 'imageWidth': 650, 'imageHeight': 333}])],
      dtype=object)
In [9]:
data[0][0]
Out[9]:
array([[[42, 37, 34],
        [56, 51, 48],
        [71, 66, 63],
        ...,
        [23, 33, 34],
        [26, 36, 37],
        [28, 38, 39]],

       [[40, 35, 32],
        [51, 46, 43],
        [64, 59, 56],
        ...,
        [27, 36, 35],
        [24, 33, 32],
        [26, 35, 34]],

       [[43, 38, 35],
        [51, 46, 43],
        [61, 56, 53],
        ...,
        [28, 30, 27],
        [33, 35, 32],
        [35, 37, 34]],

       ...,

       [[56, 47, 40],
        [57, 48, 41],
        [61, 52, 45],
        ...,
        [67, 48, 42],
        [55, 35, 28],
        [60, 40, 33]],

       [[53, 44, 37],
        [54, 45, 38],
        [57, 48, 41],
        ...,
        [59, 40, 34],
        [60, 40, 33],
        [54, 34, 27]],

       [[53, 44, 37],
        [54, 45, 38],
        [57, 48, 41],
        ...,
        [59, 40, 34],
        [70, 50, 43],
        [64, 44, 37]]], dtype=uint8)
In [10]:
data[0][1]
Out[10]:
[{'label': ['Face'],
  'notes': '',
  'points': [{'x': 0.08615384615384615, 'y': 0.3063063063063063},
   {'x': 0.1723076923076923, 'y': 0.45345345345345345}],
  'imageWidth': 650,
  'imageHeight': 333},
 {'label': ['Face'],
  'notes': '',
  'points': [{'x': 0.583076923076923, 'y': 0.2912912912912913},
   {'x': 0.6584615384615384, 'y': 0.46846846846846846}],
  'imageWidth': 650,
  'imageHeight': 333}]

Spliting data into Features(X) & labels(Y)

In [11]:
X = data[:,0]
X.shape
Out[11]:
(409,)
In [12]:
Y = data[:,1]
Y.shape
Out[12]:
(409,)
In [13]:
images = np.zeros((int(data.shape[0]), IMAGE_HEIGHT, IMAGE_WIDTH, 3))
masks = np.zeros((int(data.shape[0]), IMAGE_HEIGHT, IMAGE_WIDTH))

for index in range(data.shape[0]):
  img = data[index][0]
  img = cv2.resize(img, dsize=(IMAGE_HEIGHT, IMAGE_WIDTH), interpolation=cv2.INTER_CUBIC)
  try:
    img = img[:,:,:3]
  except:
    print(f"Exception {index} Grayscale image with shape {img.shape}")
    img = cv2.cvtColor(img, cv2.COLOR_GRAY2RGB)
    continue
  images[index] = preprocess_input(np.array(img, dtype=np.float32))
  for i in data[index][1]:
    x1 = int(i['points'][0]['x'] * IMAGE_WIDTH)
    x2 = int(i['points'][1]['x'] * IMAGE_WIDTH)
    y1 = int(i['points'][0]['y'] * IMAGE_HEIGHT)
    y2 = int(i['points'][1]['y'] * IMAGE_HEIGHT)
    # setting mask co-ordinates to 1.
    masks[index][y1:y2, x1:x2] = 1
print(f"### Shape of X is '{images.shape}' and the shape of mask is '{masks.shape}' ")
Exception 272 Grayscale image with shape (224, 224)
### Shape of X is '(409, 224, 224, 3)' and the shape of mask is '(409, 224, 224)' 

1.C.

In [14]:
X_train, X_test, y_train, y_test = train_test_split(images, masks, test_size=9, train_size=400)
In [15]:
X_test, X_val, y_test, y_val = train_test_split(X_test, y_test, test_size=0.2)
In [16]:
X_train.shape, X_test.shape, y_train.shape, y_test.shape, X_val.shape, y_val.shape
Out[16]:
((400, 224, 224, 3),
 (7, 224, 224, 3),
 (400, 224, 224),
 (7, 224, 224),
 (2, 224, 224, 3),
 (2, 224, 224))
In [17]:
y_train[0]
Out[17]:
array([[0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       ...,
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.],
       [0., 0., 0., ..., 0., 0., 0.]])

1.D.

In [18]:
random_num = np.random.choice(len(X_train))
random_num
Out[18]:
179

Displaying original image

In [19]:
plt.imshow(X_train[random_num])
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Out[19]:
<matplotlib.image.AxesImage at 0x7ff8ec2caa00>

Masked image

In [20]:
plt.imshow(y_train[random_num])
Out[20]:
<matplotlib.image.AxesImage at 0x7ff8ea5a0ac0>

2.A.

In [21]:
model = MobileNet(input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3), include_top=False, alpha=ALPHA, weights="imagenet")
model.summary()
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/mobilenet/mobilenet_1_0_224_tf_no_top.h5
17225924/17225924 [==============================] - 0s 0us/step
Model: "mobilenet_1.00_224"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_1 (InputLayer)        [(None, 224, 224, 3)]     0         
                                                                 
 conv1 (Conv2D)              (None, 112, 112, 32)      864       
                                                                 
 conv1_bn (BatchNormalizatio  (None, 112, 112, 32)     128       
 n)                                                              
                                                                 
 conv1_relu (ReLU)           (None, 112, 112, 32)      0         
                                                                 
 conv_dw_1 (DepthwiseConv2D)  (None, 112, 112, 32)     288       
                                                                 
 conv_dw_1_bn (BatchNormaliz  (None, 112, 112, 32)     128       
 ation)                                                          
                                                                 
 conv_dw_1_relu (ReLU)       (None, 112, 112, 32)      0         
                                                                 
 conv_pw_1 (Conv2D)          (None, 112, 112, 64)      2048      
                                                                 
 conv_pw_1_bn (BatchNormaliz  (None, 112, 112, 64)     256       
 ation)                                                          
                                                                 
 conv_pw_1_relu (ReLU)       (None, 112, 112, 64)      0         
                                                                 
 conv_pad_2 (ZeroPadding2D)  (None, 113, 113, 64)      0         
                                                                 
 conv_dw_2 (DepthwiseConv2D)  (None, 56, 56, 64)       576       
                                                                 
 conv_dw_2_bn (BatchNormaliz  (None, 56, 56, 64)       256       
 ation)                                                          
                                                                 
 conv_dw_2_relu (ReLU)       (None, 56, 56, 64)        0         
                                                                 
 conv_pw_2 (Conv2D)          (None, 56, 56, 128)       8192      
                                                                 
 conv_pw_2_bn (BatchNormaliz  (None, 56, 56, 128)      512       
 ation)                                                          
                                                                 
 conv_pw_2_relu (ReLU)       (None, 56, 56, 128)       0         
                                                                 
 conv_dw_3 (DepthwiseConv2D)  (None, 56, 56, 128)      1152      
                                                                 
 conv_dw_3_bn (BatchNormaliz  (None, 56, 56, 128)      512       
 ation)                                                          
                                                                 
 conv_dw_3_relu (ReLU)       (None, 56, 56, 128)       0         
                                                                 
 conv_pw_3 (Conv2D)          (None, 56, 56, 128)       16384     
                                                                 
 conv_pw_3_bn (BatchNormaliz  (None, 56, 56, 128)      512       
 ation)                                                          
                                                                 
 conv_pw_3_relu (ReLU)       (None, 56, 56, 128)       0         
                                                                 
 conv_pad_4 (ZeroPadding2D)  (None, 57, 57, 128)       0         
                                                                 
 conv_dw_4 (DepthwiseConv2D)  (None, 28, 28, 128)      1152      
                                                                 
 conv_dw_4_bn (BatchNormaliz  (None, 28, 28, 128)      512       
 ation)                                                          
                                                                 
 conv_dw_4_relu (ReLU)       (None, 28, 28, 128)       0         
                                                                 
 conv_pw_4 (Conv2D)          (None, 28, 28, 256)       32768     
                                                                 
 conv_pw_4_bn (BatchNormaliz  (None, 28, 28, 256)      1024      
 ation)                                                          
                                                                 
 conv_pw_4_relu (ReLU)       (None, 28, 28, 256)       0         
                                                                 
 conv_dw_5 (DepthwiseConv2D)  (None, 28, 28, 256)      2304      
                                                                 
 conv_dw_5_bn (BatchNormaliz  (None, 28, 28, 256)      1024      
 ation)                                                          
                                                                 
 conv_dw_5_relu (ReLU)       (None, 28, 28, 256)       0         
                                                                 
 conv_pw_5 (Conv2D)          (None, 28, 28, 256)       65536     
                                                                 
 conv_pw_5_bn (BatchNormaliz  (None, 28, 28, 256)      1024      
 ation)                                                          
                                                                 
 conv_pw_5_relu (ReLU)       (None, 28, 28, 256)       0         
                                                                 
 conv_pad_6 (ZeroPadding2D)  (None, 29, 29, 256)       0         
                                                                 
 conv_dw_6 (DepthwiseConv2D)  (None, 14, 14, 256)      2304      
                                                                 
 conv_dw_6_bn (BatchNormaliz  (None, 14, 14, 256)      1024      
 ation)                                                          
                                                                 
 conv_dw_6_relu (ReLU)       (None, 14, 14, 256)       0         
                                                                 
 conv_pw_6 (Conv2D)          (None, 14, 14, 512)       131072    
                                                                 
 conv_pw_6_bn (BatchNormaliz  (None, 14, 14, 512)      2048      
 ation)                                                          
                                                                 
 conv_pw_6_relu (ReLU)       (None, 14, 14, 512)       0         
                                                                 
 conv_dw_7 (DepthwiseConv2D)  (None, 14, 14, 512)      4608      
                                                                 
 conv_dw_7_bn (BatchNormaliz  (None, 14, 14, 512)      2048      
 ation)                                                          
                                                                 
 conv_dw_7_relu (ReLU)       (None, 14, 14, 512)       0         
                                                                 
 conv_pw_7 (Conv2D)          (None, 14, 14, 512)       262144    
                                                                 
 conv_pw_7_bn (BatchNormaliz  (None, 14, 14, 512)      2048      
 ation)                                                          
                                                                 
 conv_pw_7_relu (ReLU)       (None, 14, 14, 512)       0         
                                                                 
 conv_dw_8 (DepthwiseConv2D)  (None, 14, 14, 512)      4608      
                                                                 
 conv_dw_8_bn (BatchNormaliz  (None, 14, 14, 512)      2048      
 ation)                                                          
                                                                 
 conv_dw_8_relu (ReLU)       (None, 14, 14, 512)       0         
                                                                 
 conv_pw_8 (Conv2D)          (None, 14, 14, 512)       262144    
                                                                 
 conv_pw_8_bn (BatchNormaliz  (None, 14, 14, 512)      2048      
 ation)                                                          
                                                                 
 conv_pw_8_relu (ReLU)       (None, 14, 14, 512)       0         
                                                                 
 conv_dw_9 (DepthwiseConv2D)  (None, 14, 14, 512)      4608      
                                                                 
 conv_dw_9_bn (BatchNormaliz  (None, 14, 14, 512)      2048      
 ation)                                                          
                                                                 
 conv_dw_9_relu (ReLU)       (None, 14, 14, 512)       0         
                                                                 
 conv_pw_9 (Conv2D)          (None, 14, 14, 512)       262144    
                                                                 
 conv_pw_9_bn (BatchNormaliz  (None, 14, 14, 512)      2048      
 ation)                                                          
                                                                 
 conv_pw_9_relu (ReLU)       (None, 14, 14, 512)       0         
                                                                 
 conv_dw_10 (DepthwiseConv2D  (None, 14, 14, 512)      4608      
 )                                                               
                                                                 
 conv_dw_10_bn (BatchNormali  (None, 14, 14, 512)      2048      
 zation)                                                         
                                                                 
 conv_dw_10_relu (ReLU)      (None, 14, 14, 512)       0         
                                                                 
 conv_pw_10 (Conv2D)         (None, 14, 14, 512)       262144    
                                                                 
 conv_pw_10_bn (BatchNormali  (None, 14, 14, 512)      2048      
 zation)                                                         
                                                                 
 conv_pw_10_relu (ReLU)      (None, 14, 14, 512)       0         
                                                                 
 conv_dw_11 (DepthwiseConv2D  (None, 14, 14, 512)      4608      
 )                                                               
                                                                 
 conv_dw_11_bn (BatchNormali  (None, 14, 14, 512)      2048      
 zation)                                                         
                                                                 
 conv_dw_11_relu (ReLU)      (None, 14, 14, 512)       0         
                                                                 
 conv_pw_11 (Conv2D)         (None, 14, 14, 512)       262144    
                                                                 
 conv_pw_11_bn (BatchNormali  (None, 14, 14, 512)      2048      
 zation)                                                         
                                                                 
 conv_pw_11_relu (ReLU)      (None, 14, 14, 512)       0         
                                                                 
 conv_pad_12 (ZeroPadding2D)  (None, 15, 15, 512)      0         
                                                                 
 conv_dw_12 (DepthwiseConv2D  (None, 7, 7, 512)        4608      
 )                                                               
                                                                 
 conv_dw_12_bn (BatchNormali  (None, 7, 7, 512)        2048      
 zation)                                                         
                                                                 
 conv_dw_12_relu (ReLU)      (None, 7, 7, 512)         0         
                                                                 
 conv_pw_12 (Conv2D)         (None, 7, 7, 1024)        524288    
                                                                 
 conv_pw_12_bn (BatchNormali  (None, 7, 7, 1024)       4096      
 zation)                                                         
                                                                 
 conv_pw_12_relu (ReLU)      (None, 7, 7, 1024)        0         
                                                                 
 conv_dw_13 (DepthwiseConv2D  (None, 7, 7, 1024)       9216      
 )                                                               
                                                                 
 conv_dw_13_bn (BatchNormali  (None, 7, 7, 1024)       4096      
 zation)                                                         
                                                                 
 conv_dw_13_relu (ReLU)      (None, 7, 7, 1024)        0         
                                                                 
 conv_pw_13 (Conv2D)         (None, 7, 7, 1024)        1048576   
                                                                 
 conv_pw_13_bn (BatchNormali  (None, 7, 7, 1024)       4096      
 zation)                                                         
                                                                 
 conv_pw_13_relu (ReLU)      (None, 7, 7, 1024)        0         
                                                                 
=================================================================
Total params: 3,228,864
Trainable params: 3,206,976
Non-trainable params: 21,888
_________________________________________________________________
In [22]:
def create_model(trainable=True):
    model = MobileNet(input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3), include_top=False, alpha=ALPHA, weights="imagenet")

    for layer in model.layers:
        layer.trainable = trainable
        
    block00 = model.layers[0].input
    block01 = model.get_layer("conv_pw_1_relu").output
    block02 = model.get_layer("conv_pw_2_relu").output
    block03 = model.get_layer("conv_pw_3_relu").output
    block05 = model.get_layer("conv_pw_5_relu").output
    block11 = model.get_layer("conv_pw_11_relu").output
    block13 = model.get_layer("conv_pw_13_relu").output

    decoderBlock = Concatenate()([UpSampling2D()(block13), block11])
    decoderBlock = Concatenate()([UpSampling2D()(decoderBlock), block05])
    decoderBlock = Concatenate()([UpSampling2D()(decoderBlock), block03])
    decoderBlock = Concatenate()([UpSampling2D()(decoderBlock), block01])
    decoderBlock = Concatenate()([UpSampling2D()(decoderBlock), block00])

    decoderBlock = Conv2D(1, kernel_size=1, activation="sigmoid")(decoderBlock)
    decoderBlock = Reshape((IMAGE_HEIGHT, IMAGE_WIDTH))(decoderBlock)

    return Model(inputs=model.input, outputs=decoderBlock) 

2.B.

In [23]:
def dice_coefficient(y_true, y_pred):
    numerator = 2 * tf.reduce_sum(y_true * y_pred)
    denominator = tf.reduce_sum(y_true + y_pred)

    return numerator / (denominator + tf.keras.backend.epsilon())
In [24]:
def loss(y_true, y_pred):
    return binary_crossentropy(y_true, y_pred) - log(dice_coefficient(y_true, y_pred) + epsilon())

2.C.

In [25]:
model = create_model(False)
model.summary()
optimizer = tf.keras.optimizers.Adam(lr=1e-4, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0, amsgrad=False)
model.compile(loss=loss, optimizer = optimizer, metrics=[dice_coefficient])
Model: "model"
__________________________________________________________________________________________________
 Layer (type)                   Output Shape         Param #     Connected to                     
==================================================================================================
 input_2 (InputLayer)           [(None, 224, 224, 3  0           []                               
                                )]                                                                
                                                                                                  
 conv1 (Conv2D)                 (None, 112, 112, 32  864         ['input_2[0][0]']                
                                )                                                                 
                                                                                                  
 conv1_bn (BatchNormalization)  (None, 112, 112, 32  128         ['conv1[0][0]']                  
                                )                                                                 
                                                                                                  
 conv1_relu (ReLU)              (None, 112, 112, 32  0           ['conv1_bn[0][0]']               
                                )                                                                 
                                                                                                  
 conv_dw_1 (DepthwiseConv2D)    (None, 112, 112, 32  288         ['conv1_relu[0][0]']             
                                )                                                                 
                                                                                                  
 conv_dw_1_bn (BatchNormalizati  (None, 112, 112, 32  128        ['conv_dw_1[0][0]']              
 on)                            )                                                                 
                                                                                                  
 conv_dw_1_relu (ReLU)          (None, 112, 112, 32  0           ['conv_dw_1_bn[0][0]']           
                                )                                                                 
                                                                                                  
 conv_pw_1 (Conv2D)             (None, 112, 112, 64  2048        ['conv_dw_1_relu[0][0]']         
                                )                                                                 
                                                                                                  
 conv_pw_1_bn (BatchNormalizati  (None, 112, 112, 64  256        ['conv_pw_1[0][0]']              
 on)                            )                                                                 
                                                                                                  
 conv_pw_1_relu (ReLU)          (None, 112, 112, 64  0           ['conv_pw_1_bn[0][0]']           
                                )                                                                 
                                                                                                  
 conv_pad_2 (ZeroPadding2D)     (None, 113, 113, 64  0           ['conv_pw_1_relu[0][0]']         
                                )                                                                 
                                                                                                  
 conv_dw_2 (DepthwiseConv2D)    (None, 56, 56, 64)   576         ['conv_pad_2[0][0]']             
                                                                                                  
 conv_dw_2_bn (BatchNormalizati  (None, 56, 56, 64)  256         ['conv_dw_2[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_2_relu (ReLU)          (None, 56, 56, 64)   0           ['conv_dw_2_bn[0][0]']           
                                                                                                  
 conv_pw_2 (Conv2D)             (None, 56, 56, 128)  8192        ['conv_dw_2_relu[0][0]']         
                                                                                                  
 conv_pw_2_bn (BatchNormalizati  (None, 56, 56, 128)  512        ['conv_pw_2[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_2_relu (ReLU)          (None, 56, 56, 128)  0           ['conv_pw_2_bn[0][0]']           
                                                                                                  
 conv_dw_3 (DepthwiseConv2D)    (None, 56, 56, 128)  1152        ['conv_pw_2_relu[0][0]']         
                                                                                                  
 conv_dw_3_bn (BatchNormalizati  (None, 56, 56, 128)  512        ['conv_dw_3[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_3_relu (ReLU)          (None, 56, 56, 128)  0           ['conv_dw_3_bn[0][0]']           
                                                                                                  
 conv_pw_3 (Conv2D)             (None, 56, 56, 128)  16384       ['conv_dw_3_relu[0][0]']         
                                                                                                  
 conv_pw_3_bn (BatchNormalizati  (None, 56, 56, 128)  512        ['conv_pw_3[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_3_relu (ReLU)          (None, 56, 56, 128)  0           ['conv_pw_3_bn[0][0]']           
                                                                                                  
 conv_pad_4 (ZeroPadding2D)     (None, 57, 57, 128)  0           ['conv_pw_3_relu[0][0]']         
                                                                                                  
 conv_dw_4 (DepthwiseConv2D)    (None, 28, 28, 128)  1152        ['conv_pad_4[0][0]']             
                                                                                                  
 conv_dw_4_bn (BatchNormalizati  (None, 28, 28, 128)  512        ['conv_dw_4[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_4_relu (ReLU)          (None, 28, 28, 128)  0           ['conv_dw_4_bn[0][0]']           
                                                                                                  
 conv_pw_4 (Conv2D)             (None, 28, 28, 256)  32768       ['conv_dw_4_relu[0][0]']         
                                                                                                  
 conv_pw_4_bn (BatchNormalizati  (None, 28, 28, 256)  1024       ['conv_pw_4[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_4_relu (ReLU)          (None, 28, 28, 256)  0           ['conv_pw_4_bn[0][0]']           
                                                                                                  
 conv_dw_5 (DepthwiseConv2D)    (None, 28, 28, 256)  2304        ['conv_pw_4_relu[0][0]']         
                                                                                                  
 conv_dw_5_bn (BatchNormalizati  (None, 28, 28, 256)  1024       ['conv_dw_5[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_5_relu (ReLU)          (None, 28, 28, 256)  0           ['conv_dw_5_bn[0][0]']           
                                                                                                  
 conv_pw_5 (Conv2D)             (None, 28, 28, 256)  65536       ['conv_dw_5_relu[0][0]']         
                                                                                                  
 conv_pw_5_bn (BatchNormalizati  (None, 28, 28, 256)  1024       ['conv_pw_5[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_5_relu (ReLU)          (None, 28, 28, 256)  0           ['conv_pw_5_bn[0][0]']           
                                                                                                  
 conv_pad_6 (ZeroPadding2D)     (None, 29, 29, 256)  0           ['conv_pw_5_relu[0][0]']         
                                                                                                  
 conv_dw_6 (DepthwiseConv2D)    (None, 14, 14, 256)  2304        ['conv_pad_6[0][0]']             
                                                                                                  
 conv_dw_6_bn (BatchNormalizati  (None, 14, 14, 256)  1024       ['conv_dw_6[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_6_relu (ReLU)          (None, 14, 14, 256)  0           ['conv_dw_6_bn[0][0]']           
                                                                                                  
 conv_pw_6 (Conv2D)             (None, 14, 14, 512)  131072      ['conv_dw_6_relu[0][0]']         
                                                                                                  
 conv_pw_6_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_pw_6[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_6_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_pw_6_bn[0][0]']           
                                                                                                  
 conv_dw_7 (DepthwiseConv2D)    (None, 14, 14, 512)  4608        ['conv_pw_6_relu[0][0]']         
                                                                                                  
 conv_dw_7_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_dw_7[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_7_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_dw_7_bn[0][0]']           
                                                                                                  
 conv_pw_7 (Conv2D)             (None, 14, 14, 512)  262144      ['conv_dw_7_relu[0][0]']         
                                                                                                  
 conv_pw_7_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_pw_7[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_7_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_pw_7_bn[0][0]']           
                                                                                                  
 conv_dw_8 (DepthwiseConv2D)    (None, 14, 14, 512)  4608        ['conv_pw_7_relu[0][0]']         
                                                                                                  
 conv_dw_8_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_dw_8[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_8_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_dw_8_bn[0][0]']           
                                                                                                  
 conv_pw_8 (Conv2D)             (None, 14, 14, 512)  262144      ['conv_dw_8_relu[0][0]']         
                                                                                                  
 conv_pw_8_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_pw_8[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_8_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_pw_8_bn[0][0]']           
                                                                                                  
 conv_dw_9 (DepthwiseConv2D)    (None, 14, 14, 512)  4608        ['conv_pw_8_relu[0][0]']         
                                                                                                  
 conv_dw_9_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_dw_9[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_dw_9_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_dw_9_bn[0][0]']           
                                                                                                  
 conv_pw_9 (Conv2D)             (None, 14, 14, 512)  262144      ['conv_dw_9_relu[0][0]']         
                                                                                                  
 conv_pw_9_bn (BatchNormalizati  (None, 14, 14, 512)  2048       ['conv_pw_9[0][0]']              
 on)                                                                                              
                                                                                                  
 conv_pw_9_relu (ReLU)          (None, 14, 14, 512)  0           ['conv_pw_9_bn[0][0]']           
                                                                                                  
 conv_dw_10 (DepthwiseConv2D)   (None, 14, 14, 512)  4608        ['conv_pw_9_relu[0][0]']         
                                                                                                  
 conv_dw_10_bn (BatchNormalizat  (None, 14, 14, 512)  2048       ['conv_dw_10[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_dw_10_relu (ReLU)         (None, 14, 14, 512)  0           ['conv_dw_10_bn[0][0]']          
                                                                                                  
 conv_pw_10 (Conv2D)            (None, 14, 14, 512)  262144      ['conv_dw_10_relu[0][0]']        
                                                                                                  
 conv_pw_10_bn (BatchNormalizat  (None, 14, 14, 512)  2048       ['conv_pw_10[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_pw_10_relu (ReLU)         (None, 14, 14, 512)  0           ['conv_pw_10_bn[0][0]']          
                                                                                                  
 conv_dw_11 (DepthwiseConv2D)   (None, 14, 14, 512)  4608        ['conv_pw_10_relu[0][0]']        
                                                                                                  
 conv_dw_11_bn (BatchNormalizat  (None, 14, 14, 512)  2048       ['conv_dw_11[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_dw_11_relu (ReLU)         (None, 14, 14, 512)  0           ['conv_dw_11_bn[0][0]']          
                                                                                                  
 conv_pw_11 (Conv2D)            (None, 14, 14, 512)  262144      ['conv_dw_11_relu[0][0]']        
                                                                                                  
 conv_pw_11_bn (BatchNormalizat  (None, 14, 14, 512)  2048       ['conv_pw_11[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_pw_11_relu (ReLU)         (None, 14, 14, 512)  0           ['conv_pw_11_bn[0][0]']          
                                                                                                  
 conv_pad_12 (ZeroPadding2D)    (None, 15, 15, 512)  0           ['conv_pw_11_relu[0][0]']        
                                                                                                  
 conv_dw_12 (DepthwiseConv2D)   (None, 7, 7, 512)    4608        ['conv_pad_12[0][0]']            
                                                                                                  
 conv_dw_12_bn (BatchNormalizat  (None, 7, 7, 512)   2048        ['conv_dw_12[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_dw_12_relu (ReLU)         (None, 7, 7, 512)    0           ['conv_dw_12_bn[0][0]']          
                                                                                                  
 conv_pw_12 (Conv2D)            (None, 7, 7, 1024)   524288      ['conv_dw_12_relu[0][0]']        
                                                                                                  
 conv_pw_12_bn (BatchNormalizat  (None, 7, 7, 1024)  4096        ['conv_pw_12[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_pw_12_relu (ReLU)         (None, 7, 7, 1024)   0           ['conv_pw_12_bn[0][0]']          
                                                                                                  
 conv_dw_13 (DepthwiseConv2D)   (None, 7, 7, 1024)   9216        ['conv_pw_12_relu[0][0]']        
                                                                                                  
 conv_dw_13_bn (BatchNormalizat  (None, 7, 7, 1024)  4096        ['conv_dw_13[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_dw_13_relu (ReLU)         (None, 7, 7, 1024)   0           ['conv_dw_13_bn[0][0]']          
                                                                                                  
 conv_pw_13 (Conv2D)            (None, 7, 7, 1024)   1048576     ['conv_dw_13_relu[0][0]']        
                                                                                                  
 conv_pw_13_bn (BatchNormalizat  (None, 7, 7, 1024)  4096        ['conv_pw_13[0][0]']             
 ion)                                                                                             
                                                                                                  
 conv_pw_13_relu (ReLU)         (None, 7, 7, 1024)   0           ['conv_pw_13_bn[0][0]']          
                                                                                                  
 up_sampling2d (UpSampling2D)   (None, 14, 14, 1024  0           ['conv_pw_13_relu[0][0]']        
                                )                                                                 
                                                                                                  
 concatenate (Concatenate)      (None, 14, 14, 1536  0           ['up_sampling2d[0][0]',          
                                )                                 'conv_pw_11_relu[0][0]']        
                                                                                                  
 up_sampling2d_1 (UpSampling2D)  (None, 28, 28, 1536  0          ['concatenate[0][0]']            
                                )                                                                 
                                                                                                  
 concatenate_1 (Concatenate)    (None, 28, 28, 1792  0           ['up_sampling2d_1[0][0]',        
                                )                                 'conv_pw_5_relu[0][0]']         
                                                                                                  
 up_sampling2d_2 (UpSampling2D)  (None, 56, 56, 1792  0          ['concatenate_1[0][0]']          
                                )                                                                 
                                                                                                  
 concatenate_2 (Concatenate)    (None, 56, 56, 1920  0           ['up_sampling2d_2[0][0]',        
                                )                                 'conv_pw_3_relu[0][0]']         
                                                                                                  
 up_sampling2d_3 (UpSampling2D)  (None, 112, 112, 19  0          ['concatenate_2[0][0]']          
                                20)                                                               
                                                                                                  
 concatenate_3 (Concatenate)    (None, 112, 112, 19  0           ['up_sampling2d_3[0][0]',        
                                84)                               'conv_pw_1_relu[0][0]']         
                                                                                                  
 up_sampling2d_4 (UpSampling2D)  (None, 224, 224, 19  0          ['concatenate_3[0][0]']          
                                84)                                                               
                                                                                                  
 concatenate_4 (Concatenate)    (None, 224, 224, 19  0           ['up_sampling2d_4[0][0]',        
                                87)                               'input_2[0][0]']                
                                                                                                  
 conv2d (Conv2D)                (None, 224, 224, 1)  1988        ['concatenate_4[0][0]']          
                                                                                                  
 reshape (Reshape)              (None, 224, 224)     0           ['conv2d[0][0]']                 
                                                                                                  
==================================================================================================
Total params: 3,230,852
Trainable params: 1,988
Non-trainable params: 3,228,864
__________________________________________________________________________________________________
In [26]:
checkpoint = ModelCheckpoint("moblenet_face_detection.h5", monitor="loss", verbose=1, save_best_only=True,
                             save_weights_only=True, mode="min", save_freq=1)
stop = EarlyStopping(monitor="loss", patience=5, mode="min")
reduce_lr = ReduceLROnPlateau(monitor="loss", factor=0.2, patience=1, min_lr=1e-6, verbose=1, mode="min")

valid_steps = len(X_val)//BATCH_SIZE

model.fit(X_train, y_train, validation_data=(X_val, y_val), validation_steps=valid_steps, epochs=5, verbose=1, batch_size=BATCH_SIZE, callbacks=[checkpoint,reduce_lr,stop])
Epoch 1/5

Epoch 1: loss improved from inf to 1.89876, saving model to moblenet_face_detection.h5
  1/134 [..............................] - ETA: 24:49 - loss: 1.8988 - dice_coefficient: 0.2912
Epoch 1: loss improved from 1.89876 to 1.80403, saving model to moblenet_face_detection.h5
  2/134 [..............................] - ETA: 31s - loss: 1.8040 - dice_coefficient: 0.3313  
Epoch 1: loss improved from 1.80403 to 1.74724, saving model to moblenet_face_detection.h5
  3/134 [..............................] - ETA: 32s - loss: 1.7472 - dice_coefficient: 0.3441
Epoch 1: loss did not improve from 1.74724
  4/134 [..............................] - ETA: 26s - loss: 1.9427 - dice_coefficient: 0.3029
Epoch 1: loss did not improve from 1.74724
  5/134 [>.............................] - ETA: 22s - loss: 1.9195 - dice_coefficient: 0.3001
Epoch 1: loss did not improve from 1.74724
  6/134 [>.............................] - ETA: 20s - loss: 1.9296 - dice_coefficient: 0.2946
Epoch 1: loss did not improve from 1.74724
  7/134 [>.............................] - ETA: 19s - loss: 1.9472 - dice_coefficient: 0.2890
Epoch 1: loss did not improve from 1.74724
  8/134 [>.............................] - ETA: 18s - loss: 2.0443 - dice_coefficient: 0.2662
Epoch 1: loss did not improve from 1.74724
  9/134 [=>............................] - ETA: 17s - loss: 2.0589 - dice_coefficient: 0.2602
Epoch 1: loss did not improve from 1.74724
 10/134 [=>............................] - ETA: 17s - loss: 2.0561 - dice_coefficient: 0.2571
Epoch 1: loss did not improve from 1.74724
 11/134 [=>............................] - ETA: 16s - loss: 2.1584 - dice_coefficient: 0.2405
Epoch 1: loss did not improve from 1.74724
 12/134 [=>............................] - ETA: 16s - loss: 2.1395 - dice_coefficient: 0.2423
Epoch 1: loss did not improve from 1.74724
 13/134 [=>............................] - ETA: 15s - loss: 2.1231 - dice_coefficient: 0.2444
Epoch 1: loss did not improve from 1.74724
 14/134 [==>...........................] - ETA: 15s - loss: 2.1666 - dice_coefficient: 0.2348
Epoch 1: loss did not improve from 1.74724
 15/134 [==>...........................] - ETA: 14s - loss: 2.1419 - dice_coefficient: 0.2397
Epoch 1: loss did not improve from 1.74724
 16/134 [==>...........................] - ETA: 14s - loss: 2.1446 - dice_coefficient: 0.2372
Epoch 1: loss did not improve from 1.74724
 17/134 [==>...........................] - ETA: 14s - loss: 2.1376 - dice_coefficient: 0.2387
Epoch 1: loss did not improve from 1.74724
 18/134 [===>..........................] - ETA: 14s - loss: 2.1526 - dice_coefficient: 0.2357
Epoch 1: loss did not improve from 1.74724
 19/134 [===>..........................] - ETA: 13s - loss: 2.1747 - dice_coefficient: 0.2307
Epoch 1: loss did not improve from 1.74724
 20/134 [===>..........................] - ETA: 13s - loss: 2.1578 - dice_coefficient: 0.2314
Epoch 1: loss did not improve from 1.74724
 21/134 [===>..........................] - ETA: 13s - loss: 2.1280 - dice_coefficient: 0.2387
Epoch 1: loss did not improve from 1.74724
 22/134 [===>..........................] - ETA: 13s - loss: 2.1229 - dice_coefficient: 0.2375
Epoch 1: loss did not improve from 1.74724
 23/134 [====>.........................] - ETA: 13s - loss: 2.1012 - dice_coefficient: 0.2421
Epoch 1: loss did not improve from 1.74724
 24/134 [====>.........................] - ETA: 12s - loss: 2.1150 - dice_coefficient: 0.2382
Epoch 1: loss did not improve from 1.74724
 25/134 [====>.........................] - ETA: 12s - loss: 2.1122 - dice_coefficient: 0.2377
Epoch 1: loss did not improve from 1.74724
 26/134 [====>.........................] - ETA: 12s - loss: 2.1104 - dice_coefficient: 0.2368
Epoch 1: loss did not improve from 1.74724
 27/134 [=====>........................] - ETA: 12s - loss: 2.1142 - dice_coefficient: 0.2353
Epoch 1: loss did not improve from 1.74724
 28/134 [=====>........................] - ETA: 12s - loss: 2.0900 - dice_coefficient: 0.2388
Epoch 1: loss did not improve from 1.74724
 29/134 [=====>........................] - ETA: 12s - loss: 2.1228 - dice_coefficient: 0.2331
Epoch 1: loss did not improve from 1.74724
 30/134 [=====>........................] - ETA: 11s - loss: 2.1001 - dice_coefficient: 0.2373
Epoch 1: loss did not improve from 1.74724
 31/134 [=====>........................] - ETA: 11s - loss: 2.0784 - dice_coefficient: 0.2419
Epoch 1: loss did not improve from 1.74724
 32/134 [======>.......................] - ETA: 11s - loss: 2.0896 - dice_coefficient: 0.2383
Epoch 1: loss did not improve from 1.74724
 33/134 [======>.......................] - ETA: 11s - loss: 2.1029 - dice_coefficient: 0.2344
Epoch 1: loss did not improve from 1.74724
 34/134 [======>.......................] - ETA: 11s - loss: 2.0873 - dice_coefficient: 0.2378
Epoch 1: loss did not improve from 1.74724
 35/134 [======>.......................] - ETA: 11s - loss: 2.0830 - dice_coefficient: 0.2372
Epoch 1: loss did not improve from 1.74724
 36/134 [=======>......................] - ETA: 11s - loss: 2.0801 - dice_coefficient: 0.2363
Epoch 1: loss did not improve from 1.74724
 37/134 [=======>......................] - ETA: 10s - loss: 2.0844 - dice_coefficient: 0.2354
Epoch 1: loss did not improve from 1.74724
 38/134 [=======>......................] - ETA: 10s - loss: 2.0603 - dice_coefficient: 0.2422
Epoch 1: loss did not improve from 1.74724
 39/134 [=======>......................] - ETA: 10s - loss: 2.0577 - dice_coefficient: 0.2431
Epoch 1: loss did not improve from 1.74724
 40/134 [=======>......................] - ETA: 10s - loss: 2.0507 - dice_coefficient: 0.2433
Epoch 1: loss did not improve from 1.74724
 41/134 [========>.....................] - ETA: 10s - loss: 2.0467 - dice_coefficient: 0.2443
Epoch 1: loss did not improve from 1.74724
 42/134 [========>.....................] - ETA: 10s - loss: 2.0589 - dice_coefficient: 0.2412
Epoch 1: loss did not improve from 1.74724
 43/134 [========>.....................] - ETA: 10s - loss: 2.0438 - dice_coefficient: 0.2443
Epoch 1: loss did not improve from 1.74724
 44/134 [========>.....................] - ETA: 10s - loss: 2.0341 - dice_coefficient: 0.2451
Epoch 1: loss did not improve from 1.74724
 45/134 [=========>....................] - ETA: 9s - loss: 2.0384 - dice_coefficient: 0.2436 
Epoch 1: loss did not improve from 1.74724
 46/134 [=========>....................] - ETA: 9s - loss: 2.0366 - dice_coefficient: 0.2430
Epoch 1: loss did not improve from 1.74724
 47/134 [=========>....................] - ETA: 9s - loss: 2.0241 - dice_coefficient: 0.2455
Epoch 1: loss did not improve from 1.74724
 48/134 [=========>....................] - ETA: 9s - loss: 2.0167 - dice_coefficient: 0.2461
Epoch 1: loss did not improve from 1.74724
 49/134 [=========>....................] - ETA: 9s - loss: 2.0151 - dice_coefficient: 0.2451
Epoch 1: loss did not improve from 1.74724
 50/134 [==========>...................] - ETA: 9s - loss: 2.0033 - dice_coefficient: 0.2486
Epoch 1: loss did not improve from 1.74724
 51/134 [==========>...................] - ETA: 9s - loss: 2.0040 - dice_coefficient: 0.2491
Epoch 1: loss did not improve from 1.74724
 52/134 [==========>...................] - ETA: 9s - loss: 1.9972 - dice_coefficient: 0.2496
Epoch 1: loss did not improve from 1.74724
 53/134 [==========>...................] - ETA: 8s - loss: 1.9940 - dice_coefficient: 0.2501
Epoch 1: loss did not improve from 1.74724
 54/134 [===========>..................] - ETA: 8s - loss: 1.9842 - dice_coefficient: 0.2527
Epoch 1: loss did not improve from 1.74724
 55/134 [===========>..................] - ETA: 8s - loss: 1.9858 - dice_coefficient: 0.2517
Epoch 1: loss did not improve from 1.74724
 56/134 [===========>..................] - ETA: 8s - loss: 1.9722 - dice_coefficient: 0.2557
Epoch 1: loss did not improve from 1.74724
 57/134 [===========>..................] - ETA: 8s - loss: 1.9699 - dice_coefficient: 0.2550
Epoch 1: loss did not improve from 1.74724
 58/134 [===========>..................] - ETA: 8s - loss: 1.9690 - dice_coefficient: 0.2547
Epoch 1: loss did not improve from 1.74724
 59/134 [============>.................] - ETA: 8s - loss: 1.9654 - dice_coefficient: 0.2551
Epoch 1: loss did not improve from 1.74724
 60/134 [============>.................] - ETA: 8s - loss: 1.9598 - dice_coefficient: 0.2557
Epoch 1: loss did not improve from 1.74724
 61/134 [============>.................] - ETA: 7s - loss: 1.9536 - dice_coefficient: 0.2563
Epoch 1: loss did not improve from 1.74724
 62/134 [============>.................] - ETA: 7s - loss: 1.9583 - dice_coefficient: 0.2550
Epoch 1: loss did not improve from 1.74724
 63/134 [=============>................] - ETA: 7s - loss: 1.9534 - dice_coefficient: 0.2554
Epoch 1: loss did not improve from 1.74724
 64/134 [=============>................] - ETA: 7s - loss: 1.9436 - dice_coefficient: 0.2577
Epoch 1: loss did not improve from 1.74724
 65/134 [=============>................] - ETA: 7s - loss: 1.9459 - dice_coefficient: 0.2563
Epoch 1: loss did not improve from 1.74724
 66/134 [=============>................] - ETA: 7s - loss: 1.9436 - dice_coefficient: 0.2563
Epoch 1: loss did not improve from 1.74724
 67/134 [==============>...............] - ETA: 7s - loss: 1.9558 - dice_coefficient: 0.2537
Epoch 1: loss did not improve from 1.74724
 68/134 [==============>...............] - ETA: 7s - loss: 1.9514 - dice_coefficient: 0.2547
Epoch 1: loss did not improve from 1.74724
 69/134 [==============>...............] - ETA: 7s - loss: 1.9464 - dice_coefficient: 0.2556
Epoch 1: loss did not improve from 1.74724
 70/134 [==============>...............] - ETA: 6s - loss: 1.9377 - dice_coefficient: 0.2579
Epoch 1: loss did not improve from 1.74724
 71/134 [==============>...............] - ETA: 6s - loss: 1.9298 - dice_coefficient: 0.2595
Epoch 1: loss did not improve from 1.74724
 72/134 [===============>..............] - ETA: 6s - loss: 1.9291 - dice_coefficient: 0.2586
Epoch 1: loss did not improve from 1.74724
 73/134 [===============>..............] - ETA: 6s - loss: 1.9292 - dice_coefficient: 0.2584
Epoch 1: loss did not improve from 1.74724
 74/134 [===============>..............] - ETA: 6s - loss: 1.9272 - dice_coefficient: 0.2583
Epoch 1: loss did not improve from 1.74724
 75/134 [===============>..............] - ETA: 6s - loss: 1.9233 - dice_coefficient: 0.2587
Epoch 1: loss did not improve from 1.74724
 76/134 [================>.............] - ETA: 6s - loss: 1.9328 - dice_coefficient: 0.2565
Epoch 1: loss did not improve from 1.74724
 77/134 [================>.............] - ETA: 6s - loss: 1.9283 - dice_coefficient: 0.2571
Epoch 1: loss did not improve from 1.74724
 78/134 [================>.............] - ETA: 6s - loss: 1.9198 - dice_coefficient: 0.2587
Epoch 1: loss did not improve from 1.74724
 79/134 [================>.............] - ETA: 5s - loss: 1.9222 - dice_coefficient: 0.2577
Epoch 1: loss did not improve from 1.74724
 80/134 [================>.............] - ETA: 5s - loss: 1.9174 - dice_coefficient: 0.2588
Epoch 1: loss did not improve from 1.74724
 81/134 [=================>............] - ETA: 5s - loss: 1.9141 - dice_coefficient: 0.2588
Epoch 1: loss did not improve from 1.74724
 82/134 [=================>............] - ETA: 5s - loss: 1.9048 - dice_coefficient: 0.2614
Epoch 1: loss did not improve from 1.74724
 83/134 [=================>............] - ETA: 5s - loss: 1.8979 - dice_coefficient: 0.2627
Epoch 1: loss did not improve from 1.74724
 84/134 [=================>............] - ETA: 5s - loss: 1.8909 - dice_coefficient: 0.2648
Epoch 1: loss did not improve from 1.74724
 85/134 [==================>...........] - ETA: 5s - loss: 1.8888 - dice_coefficient: 0.2647
Epoch 1: loss did not improve from 1.74724
 86/134 [==================>...........] - ETA: 5s - loss: 1.8824 - dice_coefficient: 0.2658
Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
121/134 [==========================>...] - ETA: 1s - loss: 1.7923 - dice_coefficient: 0.2783
Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
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Epoch 1: loss did not improve from 1.74724
124/134 [==========================>...] - ETA: 1s - loss: 1.7796 - dice_coefficient: 0.2812
Epoch 1: loss did not improve from 1.74724
125/134 [==========================>...] - ETA: 0s - loss: 1.7741 - dice_coefficient: 0.2827
Epoch 1: loss did not improve from 1.74724
126/134 [===========================>..] - ETA: 0s - loss: 1.7731 - dice_coefficient: 0.2826
Epoch 1: loss did not improve from 1.74724
127/134 [===========================>..] - ETA: 0s - loss: 1.7720 - dice_coefficient: 0.2825
Epoch 1: loss did not improve from 1.74724
128/134 [===========================>..] - ETA: 0s - loss: 1.7701 - dice_coefficient: 0.2827
Epoch 1: loss did not improve from 1.74724
129/134 [===========================>..] - ETA: 0s - loss: 1.7650 - dice_coefficient: 0.2843
Epoch 1: loss did not improve from 1.74724
130/134 [============================>.] - ETA: 0s - loss: 1.7610 - dice_coefficient: 0.2856
Epoch 1: loss did not improve from 1.74724
131/134 [============================>.] - ETA: 0s - loss: 1.7597 - dice_coefficient: 0.2859
Epoch 1: loss did not improve from 1.74724
132/134 [============================>.] - ETA: 0s - loss: 1.7584 - dice_coefficient: 0.2856
Epoch 1: loss did not improve from 1.74724
133/134 [============================>.] - ETA: 0s - loss: 1.7575 - dice_coefficient: 0.2854
Epoch 1: loss did not improve from 1.74724
134/134 [==============================] - 26s 110ms/step - loss: 1.7560 - dice_coefficient: 0.2865 - lr: 1.0000e-04
Epoch 2/5

Epoch 2: loss improved from 1.74724 to 1.22533, saving model to moblenet_face_detection.h5
  1/134 [..............................] - ETA: 31s - loss: 1.2253 - dice_coefficient: 0.4227
Epoch 2: loss did not improve from 1.22533
  2/134 [..............................] - ETA: 14s - loss: 1.7160 - dice_coefficient: 0.2829
Epoch 2: loss did not improve from 1.22533
  3/134 [..............................] - ETA: 14s - loss: 1.5230 - dice_coefficient: 0.3330
Epoch 2: loss did not improve from 1.22533
  4/134 [..............................] - ETA: 13s - loss: 1.5439 - dice_coefficient: 0.3178
Epoch 2: loss did not improve from 1.22533
  5/134 [>.............................] - ETA: 13s - loss: 1.4540 - dice_coefficient: 0.3461
Epoch 2: loss did not improve from 1.22533
  6/134 [>.............................] - ETA: 13s - loss: 1.4380 - dice_coefficient: 0.3515
Epoch 2: loss did not improve from 1.22533
  7/134 [>.............................] - ETA: 13s - loss: 1.4699 - dice_coefficient: 0.3377
Epoch 2: loss did not improve from 1.22533
  8/134 [>.............................] - ETA: 13s - loss: 1.4185 - dice_coefficient: 0.3623
Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
 10/134 [=>............................] - ETA: 13s - loss: 1.3552 - dice_coefficient: 0.3849
Epoch 2: loss did not improve from 1.22533
 11/134 [=>............................] - ETA: 12s - loss: 1.3759 - dice_coefficient: 0.3754
Epoch 2: loss did not improve from 1.22533
 12/134 [=>............................] - ETA: 12s - loss: 1.4277 - dice_coefficient: 0.3602
Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
 14/134 [==>...........................] - ETA: 12s - loss: 1.4227 - dice_coefficient: 0.3568
Epoch 2: loss did not improve from 1.22533
 15/134 [==>...........................] - ETA: 12s - loss: 1.4076 - dice_coefficient: 0.3605
Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
 17/134 [==>...........................] - ETA: 12s - loss: 1.3848 - dice_coefficient: 0.3677
Epoch 2: loss did not improve from 1.22533
 18/134 [===>..........................] - ETA: 12s - loss: 1.4046 - dice_coefficient: 0.3593
Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
 20/134 [===>..........................] - ETA: 12s - loss: 1.4427 - dice_coefficient: 0.3447
Epoch 2: loss did not improve from 1.22533
 21/134 [===>..........................] - ETA: 11s - loss: 1.4271 - dice_coefficient: 0.3509
Epoch 2: loss did not improve from 1.22533
 22/134 [===>..........................] - ETA: 11s - loss: 1.4088 - dice_coefficient: 0.3553
Epoch 2: loss did not improve from 1.22533
 23/134 [====>.........................] - ETA: 11s - loss: 1.4046 - dice_coefficient: 0.3555
Epoch 2: loss did not improve from 1.22533
 24/134 [====>.........................] - ETA: 11s - loss: 1.4201 - dice_coefficient: 0.3505
Epoch 2: loss did not improve from 1.22533
 25/134 [====>.........................] - ETA: 11s - loss: 1.4097 - dice_coefficient: 0.3537
Epoch 2: loss did not improve from 1.22533
 26/134 [====>.........................] - ETA: 11s - loss: 1.4004 - dice_coefficient: 0.3563
Epoch 2: loss did not improve from 1.22533
 27/134 [=====>........................] - ETA: 11s - loss: 1.4076 - dice_coefficient: 0.3533
Epoch 2: loss did not improve from 1.22533
 28/134 [=====>........................] - ETA: 11s - loss: 1.3923 - dice_coefficient: 0.3575
Epoch 2: loss did not improve from 1.22533
 29/134 [=====>........................] - ETA: 11s - loss: 1.3893 - dice_coefficient: 0.3582
Epoch 2: loss did not improve from 1.22533
 30/134 [=====>........................] - ETA: 10s - loss: 1.3928 - dice_coefficient: 0.3565
Epoch 2: loss did not improve from 1.22533
 31/134 [=====>........................] - ETA: 10s - loss: 1.3922 - dice_coefficient: 0.3595
Epoch 2: loss did not improve from 1.22533
 32/134 [======>.......................] - ETA: 10s - loss: 1.3941 - dice_coefficient: 0.3583
Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
 37/134 [=======>......................] - ETA: 10s - loss: 1.4144 - dice_coefficient: 0.3499
Epoch 2: loss did not improve from 1.22533
 38/134 [=======>......................] - ETA: 10s - loss: 1.4063 - dice_coefficient: 0.3513
Epoch 2: loss did not improve from 1.22533
 39/134 [=======>......................] - ETA: 9s - loss: 1.3891 - dice_coefficient: 0.3576 
Epoch 2: loss did not improve from 1.22533
 40/134 [=======>......................] - ETA: 9s - loss: 1.3886 - dice_coefficient: 0.3582
Epoch 2: loss did not improve from 1.22533
 41/134 [========>.....................] - ETA: 9s - loss: 1.3829 - dice_coefficient: 0.3593
Epoch 2: loss did not improve from 1.22533
 42/134 [========>.....................] - ETA: 9s - loss: 1.3800 - dice_coefficient: 0.3602
Epoch 2: loss did not improve from 1.22533
 43/134 [========>.....................] - ETA: 9s - loss: 1.3735 - dice_coefficient: 0.3623
Epoch 2: loss did not improve from 1.22533
 44/134 [========>.....................] - ETA: 9s - loss: 1.3701 - dice_coefficient: 0.3627
Epoch 2: loss did not improve from 1.22533
 45/134 [=========>....................] - ETA: 9s - loss: 1.3641 - dice_coefficient: 0.3641
Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
 50/134 [==========>...................] - ETA: 8s - loss: 1.3674 - dice_coefficient: 0.3651
Epoch 2: loss did not improve from 1.22533
 51/134 [==========>...................] - ETA: 8s - loss: 1.3694 - dice_coefficient: 0.3639
Epoch 2: loss did not improve from 1.22533
 52/134 [==========>...................] - ETA: 8s - loss: 1.3648 - dice_coefficient: 0.3660
Epoch 2: loss did not improve from 1.22533
 53/134 [==========>...................] - ETA: 8s - loss: 1.3581 - dice_coefficient: 0.3686
Epoch 2: loss did not improve from 1.22533
 54/134 [===========>..................] - ETA: 8s - loss: 1.3598 - dice_coefficient: 0.3679
Epoch 2: loss did not improve from 1.22533
 55/134 [===========>..................] - ETA: 8s - loss: 1.3546 - dice_coefficient: 0.3699
Epoch 2: loss did not improve from 1.22533
 56/134 [===========>..................] - ETA: 8s - loss: 1.3553 - dice_coefficient: 0.3694
Epoch 2: loss did not improve from 1.22533
 57/134 [===========>..................] - ETA: 8s - loss: 1.3487 - dice_coefficient: 0.3723
Epoch 2: loss did not improve from 1.22533
 58/134 [===========>..................] - ETA: 8s - loss: 1.3430 - dice_coefficient: 0.3743
Epoch 2: loss did not improve from 1.22533
 59/134 [============>.................] - ETA: 7s - loss: 1.3403 - dice_coefficient: 0.3739
Epoch 2: loss did not improve from 1.22533
 60/134 [============>.................] - ETA: 7s - loss: 1.3339 - dice_coefficient: 0.3760
Epoch 2: loss did not improve from 1.22533
 61/134 [============>.................] - ETA: 7s - loss: 1.3337 - dice_coefficient: 0.3762
Epoch 2: loss did not improve from 1.22533
 62/134 [============>.................] - ETA: 7s - loss: 1.3289 - dice_coefficient: 0.3773
Epoch 2: loss did not improve from 1.22533
 63/134 [=============>................] - ETA: 7s - loss: 1.3246 - dice_coefficient: 0.3789
Epoch 2: loss did not improve from 1.22533
 64/134 [=============>................] - ETA: 7s - loss: 1.3173 - dice_coefficient: 0.3813
Epoch 2: loss did not improve from 1.22533
 65/134 [=============>................] - ETA: 7s - loss: 1.3249 - dice_coefficient: 0.3787
Epoch 2: loss did not improve from 1.22533
 66/134 [=============>................] - ETA: 7s - loss: 1.3187 - dice_coefficient: 0.3812
Epoch 2: loss did not improve from 1.22533
 67/134 [==============>...............] - ETA: 7s - loss: 1.3152 - dice_coefficient: 0.3827
Epoch 2: loss did not improve from 1.22533
 68/134 [==============>...............] - ETA: 6s - loss: 1.3123 - dice_coefficient: 0.3840
Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
 71/134 [==============>...............] - ETA: 6s - loss: 1.3056 - dice_coefficient: 0.3855
Epoch 2: loss did not improve from 1.22533
 72/134 [===============>..............] - ETA: 6s - loss: 1.3104 - dice_coefficient: 0.3838
Epoch 2: loss did not improve from 1.22533
 73/134 [===============>..............] - ETA: 6s - loss: 1.3085 - dice_coefficient: 0.3844
Epoch 2: loss did not improve from 1.22533
 74/134 [===============>..............] - ETA: 6s - loss: 1.3057 - dice_coefficient: 0.3853
Epoch 2: loss did not improve from 1.22533
 75/134 [===============>..............] - ETA: 6s - loss: 1.3053 - dice_coefficient: 0.3847
Epoch 2: loss did not improve from 1.22533
 76/134 [================>.............] - ETA: 6s - loss: 1.3032 - dice_coefficient: 0.3865
Epoch 2: loss did not improve from 1.22533
 77/134 [================>.............] - ETA: 6s - loss: 1.3028 - dice_coefficient: 0.3867
Epoch 2: loss did not improve from 1.22533
 78/134 [================>.............] - ETA: 5s - loss: 1.3062 - dice_coefficient: 0.3857
Epoch 2: loss did not improve from 1.22533
 79/134 [================>.............] - ETA: 5s - loss: 1.3026 - dice_coefficient: 0.3873
Epoch 2: loss did not improve from 1.22533
 80/134 [================>.............] - ETA: 5s - loss: 1.2999 - dice_coefficient: 0.3886
Epoch 2: loss did not improve from 1.22533
 81/134 [=================>............] - ETA: 5s - loss: 1.2947 - dice_coefficient: 0.3911
Epoch 2: loss did not improve from 1.22533
 82/134 [=================>............] - ETA: 5s - loss: 1.2928 - dice_coefficient: 0.3921
Epoch 2: loss did not improve from 1.22533
 83/134 [=================>............] - ETA: 5s - loss: 1.2888 - dice_coefficient: 0.3936
Epoch 2: loss did not improve from 1.22533
 84/134 [=================>............] - ETA: 5s - loss: 1.2918 - dice_coefficient: 0.3931
Epoch 2: loss did not improve from 1.22533
 85/134 [==================>...........] - ETA: 5s - loss: 1.2921 - dice_coefficient: 0.3924
Epoch 2: loss did not improve from 1.22533
 86/134 [==================>...........] - ETA: 5s - loss: 1.2936 - dice_coefficient: 0.3926
Epoch 2: loss did not improve from 1.22533
 87/134 [==================>...........] - ETA: 4s - loss: 1.2987 - dice_coefficient: 0.3907
Epoch 2: loss did not improve from 1.22533
 88/134 [==================>...........] - ETA: 4s - loss: 1.3033 - dice_coefficient: 0.3887
Epoch 2: loss did not improve from 1.22533
 89/134 [==================>...........] - ETA: 4s - loss: 1.3010 - dice_coefficient: 0.3890
Epoch 2: loss did not improve from 1.22533
 90/134 [===================>..........] - ETA: 4s - loss: 1.3007 - dice_coefficient: 0.3885
Epoch 2: loss did not improve from 1.22533
 91/134 [===================>..........] - ETA: 4s - loss: 1.2977 - dice_coefficient: 0.3893
Epoch 2: loss did not improve from 1.22533
 92/134 [===================>..........] - ETA: 4s - loss: 1.2971 - dice_coefficient: 0.3899
Epoch 2: loss did not improve from 1.22533
 93/134 [===================>..........] - ETA: 4s - loss: 1.2927 - dice_coefficient: 0.3920
Epoch 2: loss did not improve from 1.22533
 94/134 [====================>.........] - ETA: 4s - loss: 1.2913 - dice_coefficient: 0.3922
Epoch 2: loss did not improve from 1.22533
 95/134 [====================>.........] - ETA: 4s - loss: 1.2881 - dice_coefficient: 0.3937
Epoch 2: loss did not improve from 1.22533
 96/134 [====================>.........] - ETA: 4s - loss: 1.2829 - dice_coefficient: 0.3952
Epoch 2: loss did not improve from 1.22533
 97/134 [====================>.........] - ETA: 3s - loss: 1.2802 - dice_coefficient: 0.3961
Epoch 2: loss did not improve from 1.22533
 98/134 [====================>.........] - ETA: 3s - loss: 1.2776 - dice_coefficient: 0.3969
Epoch 2: loss did not improve from 1.22533
 99/134 [=====================>........] - ETA: 3s - loss: 1.2787 - dice_coefficient: 0.3975
Epoch 2: loss did not improve from 1.22533
100/134 [=====================>........] - ETA: 3s - loss: 1.2833 - dice_coefficient: 0.3955
Epoch 2: loss did not improve from 1.22533
101/134 [=====================>........] - ETA: 3s - loss: 1.2829 - dice_coefficient: 0.3952
Epoch 2: loss did not improve from 1.22533
102/134 [=====================>........] - ETA: 3s - loss: 1.2820 - dice_coefficient: 0.3954
Epoch 2: loss did not improve from 1.22533
103/134 [======================>.......] - ETA: 3s - loss: 1.2817 - dice_coefficient: 0.3955
Epoch 2: loss did not improve from 1.22533
104/134 [======================>.......] - ETA: 3s - loss: 1.2795 - dice_coefficient: 0.3961
Epoch 2: loss did not improve from 1.22533
105/134 [======================>.......] - ETA: 3s - loss: 1.2765 - dice_coefficient: 0.3977
Epoch 2: loss did not improve from 1.22533
106/134 [======================>.......] - ETA: 2s - loss: 1.2731 - dice_coefficient: 0.3990
Epoch 2: loss did not improve from 1.22533
107/134 [======================>.......] - ETA: 2s - loss: 1.2777 - dice_coefficient: 0.3978
Epoch 2: loss did not improve from 1.22533
108/134 [=======================>......] - ETA: 2s - loss: 1.2744 - dice_coefficient: 0.3986
Epoch 2: loss did not improve from 1.22533
109/134 [=======================>......] - ETA: 2s - loss: 1.2752 - dice_coefficient: 0.3981
Epoch 2: loss did not improve from 1.22533
110/134 [=======================>......] - ETA: 2s - loss: 1.2758 - dice_coefficient: 0.3979
Epoch 2: loss did not improve from 1.22533
111/134 [=======================>......] - ETA: 2s - loss: 1.2763 - dice_coefficient: 0.3973
Epoch 2: loss did not improve from 1.22533
112/134 [========================>.....] - ETA: 2s - loss: 1.2731 - dice_coefficient: 0.3984
Epoch 2: loss did not improve from 1.22533
113/134 [========================>.....] - ETA: 2s - loss: 1.2719 - dice_coefficient: 0.3991
Epoch 2: loss did not improve from 1.22533
114/134 [========================>.....] - ETA: 2s - loss: 1.2712 - dice_coefficient: 0.3995
Epoch 2: loss did not improve from 1.22533
115/134 [========================>.....] - ETA: 2s - loss: 1.2696 - dice_coefficient: 0.4002
Epoch 2: loss did not improve from 1.22533
116/134 [========================>.....] - ETA: 1s - loss: 1.2684 - dice_coefficient: 0.4004
Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
130/134 [============================>.] - ETA: 0s - loss: 1.2565 - dice_coefficient: 0.4031
Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
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Epoch 2: loss did not improve from 1.22533
133/134 [============================>.] - ETA: 0s - loss: 1.2575 - dice_coefficient: 0.4024
Epoch 2: loss did not improve from 1.22533
134/134 [==============================] - 14s 105ms/step - loss: 1.2566 - dice_coefficient: 0.4038 - lr: 1.0000e-04
Epoch 3/5

Epoch 3: loss improved from 1.22533 to 1.18579, saving model to moblenet_face_detection.h5
  1/134 [..............................] - ETA: 31s - loss: 1.1858 - dice_coefficient: 0.3840
Epoch 3: loss improved from 1.18579 to 1.06886, saving model to moblenet_face_detection.h5
  2/134 [..............................] - ETA: 30s - loss: 1.0689 - dice_coefficient: 0.4281
Epoch 3: loss improved from 1.06886 to 1.05752, saving model to moblenet_face_detection.h5
  3/134 [..............................] - ETA: 32s - loss: 1.0575 - dice_coefficient: 0.4370
Epoch 3: loss improved from 1.05752 to 1.05063, saving model to moblenet_face_detection.h5
  4/134 [..............................] - ETA: 31s - loss: 1.0506 - dice_coefficient: 0.4507
Epoch 3: loss improved from 1.05063 to 1.00729, saving model to moblenet_face_detection.h5
  5/134 [>.............................] - ETA: 31s - loss: 1.0073 - dice_coefficient: 0.4821
Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
130/134 [============================>.] - ETA: 0s - loss: 1.0589 - dice_coefficient: 0.4668
Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
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Epoch 3: loss did not improve from 1.00729
133/134 [============================>.] - ETA: 0s - loss: 1.0566 - dice_coefficient: 0.4679
Epoch 3: loss did not improve from 1.00729
134/134 [==============================] - 15s 111ms/step - loss: 1.0559 - dice_coefficient: 0.4681 - lr: 1.0000e-04
Epoch 4/5

Epoch 4: loss improved from 1.00729 to 0.84602, saving model to moblenet_face_detection.h5
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
 12/134 [=>............................] - ETA: 13s - loss: 0.9226 - dice_coefficient: 0.5148
Epoch 4: loss did not improve from 0.84602
 13/134 [=>............................] - ETA: 13s - loss: 0.9350 - dice_coefficient: 0.5150
Epoch 4: loss did not improve from 0.84602
 14/134 [==>...........................] - ETA: 12s - loss: 0.9260 - dice_coefficient: 0.5187
Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
 22/134 [===>..........................] - ETA: 12s - loss: 0.9529 - dice_coefficient: 0.5128
Epoch 4: loss did not improve from 0.84602
 23/134 [====>.........................] - ETA: 11s - loss: 0.9600 - dice_coefficient: 0.5076
Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
 42/134 [========>.....................] - ETA: 9s - loss: 1.0025 - dice_coefficient: 0.4914 
Epoch 4: loss did not improve from 0.84602
 43/134 [========>.....................] - ETA: 9s - loss: 1.0206 - dice_coefficient: 0.4847
Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
 50/134 [==========>...................] - ETA: 9s - loss: 1.0234 - dice_coefficient: 0.4823
Epoch 4: loss did not improve from 0.84602
 51/134 [==========>...................] - ETA: 8s - loss: 1.0209 - dice_coefficient: 0.4857
Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
 56/134 [===========>..................] - ETA: 8s - loss: 1.0101 - dice_coefficient: 0.4896
Epoch 4: loss did not improve from 0.84602
 57/134 [===========>..................] - ETA: 8s - loss: 1.0053 - dice_coefficient: 0.4915
Epoch 4: loss did not improve from 0.84602
 58/134 [===========>..................] - ETA: 8s - loss: 1.0098 - dice_coefficient: 0.4898
Epoch 4: loss did not improve from 0.84602
 59/134 [============>.................] - ETA: 8s - loss: 1.0076 - dice_coefficient: 0.4898
Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
106/134 [======================>.......] - ETA: 3s - loss: 0.9855 - dice_coefficient: 0.4994
Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
121/134 [==========================>...] - ETA: 1s - loss: 0.9755 - dice_coefficient: 0.5014
Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
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Epoch 4: loss did not improve from 0.84602
125/134 [==========================>...] - ETA: 0s - loss: 0.9807 - dice_coefficient: 0.4990
Epoch 4: loss did not improve from 0.84602
126/134 [===========================>..] - ETA: 0s - loss: 0.9786 - dice_coefficient: 0.4997
Epoch 4: loss did not improve from 0.84602
127/134 [===========================>..] - ETA: 0s - loss: 0.9783 - dice_coefficient: 0.5000
Epoch 4: loss did not improve from 0.84602
128/134 [===========================>..] - ETA: 0s - loss: 0.9767 - dice_coefficient: 0.5009
Epoch 4: loss did not improve from 0.84602
129/134 [===========================>..] - ETA: 0s - loss: 0.9778 - dice_coefficient: 0.5004
Epoch 4: loss did not improve from 0.84602
130/134 [============================>.] - ETA: 0s - loss: 0.9769 - dice_coefficient: 0.5005
Epoch 4: loss did not improve from 0.84602
131/134 [============================>.] - ETA: 0s - loss: 0.9771 - dice_coefficient: 0.5007
Epoch 4: loss did not improve from 0.84602
132/134 [============================>.] - ETA: 0s - loss: 0.9782 - dice_coefficient: 0.5002
Epoch 4: loss did not improve from 0.84602
133/134 [============================>.] - ETA: 0s - loss: 0.9786 - dice_coefficient: 0.5000
Epoch 4: loss did not improve from 0.84602
134/134 [==============================] - 15s 110ms/step - loss: 0.9787 - dice_coefficient: 0.4992 - lr: 1.0000e-04
Epoch 5/5

Epoch 5: loss improved from 0.84602 to 0.74023, saving model to moblenet_face_detection.h5
  1/134 [..............................] - ETA: 33s - loss: 0.7402 - dice_coefficient: 0.6051
Epoch 5: loss did not improve from 0.74023
  2/134 [..............................] - ETA: 14s - loss: 0.8773 - dice_coefficient: 0.5283
Epoch 5: loss did not improve from 0.74023
  3/134 [..............................] - ETA: 14s - loss: 0.8678 - dice_coefficient: 0.5468
Epoch 5: loss did not improve from 0.74023
  4/134 [..............................] - ETA: 14s - loss: 0.8842 - dice_coefficient: 0.5454
Epoch 5: loss did not improve from 0.74023
  5/134 [>.............................] - ETA: 14s - loss: 0.8908 - dice_coefficient: 0.5358
Epoch 5: loss did not improve from 0.74023
  6/134 [>.............................] - ETA: 13s - loss: 0.8977 - dice_coefficient: 0.5414
Epoch 5: loss did not improve from 0.74023
  7/134 [>.............................] - ETA: 13s - loss: 0.9043 - dice_coefficient: 0.5382
Epoch 5: loss did not improve from 0.74023
  8/134 [>.............................] - ETA: 13s - loss: 0.9420 - dice_coefficient: 0.5124
Epoch 5: loss did not improve from 0.74023
  9/134 [=>............................] - ETA: 13s - loss: 0.8991 - dice_coefficient: 0.5313
Epoch 5: loss did not improve from 0.74023
 10/134 [=>............................] - ETA: 13s - loss: 0.8829 - dice_coefficient: 0.5304
Epoch 5: loss did not improve from 0.74023
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Epoch 5: loss did not improve from 0.74023
 12/134 [=>............................] - ETA: 13s - loss: 0.8791 - dice_coefficient: 0.5296
Epoch 5: loss did not improve from 0.74023
 13/134 [=>............................] - ETA: 12s - loss: 0.8683 - dice_coefficient: 0.5342
Epoch 5: loss did not improve from 0.74023
 14/134 [==>...........................] - ETA: 12s - loss: 0.8610 - dice_coefficient: 0.5366
Epoch 5: loss did not improve from 0.74023
 15/134 [==>...........................] - ETA: 12s - loss: 0.8774 - dice_coefficient: 0.5290
Epoch 5: loss did not improve from 0.74023
 16/134 [==>...........................] - ETA: 12s - loss: 0.9272 - dice_coefficient: 0.5118
Epoch 5: loss did not improve from 0.74023
 17/134 [==>...........................] - ETA: 12s - loss: 0.9128 - dice_coefficient: 0.5198
Epoch 5: loss did not improve from 0.74023
 18/134 [===>..........................] - ETA: 12s - loss: 0.9192 - dice_coefficient: 0.5196
Epoch 5: loss did not improve from 0.74023
 19/134 [===>..........................] - ETA: 12s - loss: 0.9399 - dice_coefficient: 0.5114
Epoch 5: loss did not improve from 0.74023
 20/134 [===>..........................] - ETA: 12s - loss: 0.9362 - dice_coefficient: 0.5140
Epoch 5: loss did not improve from 0.74023
 21/134 [===>..........................] - ETA: 12s - loss: 0.9450 - dice_coefficient: 0.5105
Epoch 5: loss did not improve from 0.74023
 22/134 [===>..........................] - ETA: 12s - loss: 0.9505 - dice_coefficient: 0.5121
Epoch 5: loss did not improve from 0.74023
 23/134 [====>.........................] - ETA: 11s - loss: 0.9446 - dice_coefficient: 0.5117
Epoch 5: loss did not improve from 0.74023
 24/134 [====>.........................] - ETA: 11s - loss: 0.9597 - dice_coefficient: 0.5047
Epoch 5: loss did not improve from 0.74023
 25/134 [====>.........................] - ETA: 11s - loss: 0.9501 - dice_coefficient: 0.5095
Epoch 5: loss did not improve from 0.74023
 26/134 [====>.........................] - ETA: 11s - loss: 0.9475 - dice_coefficient: 0.5092
Epoch 5: loss did not improve from 0.74023
 27/134 [=====>........................] - ETA: 11s - loss: 0.9561 - dice_coefficient: 0.5056
Epoch 5: loss did not improve from 0.74023
 28/134 [=====>........................] - ETA: 11s - loss: 0.9631 - dice_coefficient: 0.5023
Epoch 5: loss did not improve from 0.74023
 29/134 [=====>........................] - ETA: 11s - loss: 0.9544 - dice_coefficient: 0.5062
Epoch 5: loss did not improve from 0.74023
 30/134 [=====>........................] - ETA: 11s - loss: 0.9484 - dice_coefficient: 0.5080
Epoch 5: loss did not improve from 0.74023
 31/134 [=====>........................] - ETA: 11s - loss: 0.9529 - dice_coefficient: 0.5055
Epoch 5: loss did not improve from 0.74023
 32/134 [======>.......................] - ETA: 10s - loss: 0.9584 - dice_coefficient: 0.5039
Epoch 5: loss did not improve from 0.74023
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Epoch 5: loss did not improve from 0.74023
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Epoch 5: loss did not improve from 0.74023
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Epoch 5: loss did not improve from 0.74023
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Epoch 5: loss did not improve from 0.74023
 37/134 [=======>......................] - ETA: 10s - loss: 0.9478 - dice_coefficient: 0.5093
Epoch 5: loss did not improve from 0.74023
 38/134 [=======>......................] - ETA: 10s - loss: 0.9458 - dice_coefficient: 0.5086
Epoch 5: loss did not improve from 0.74023
 39/134 [=======>......................] - ETA: 10s - loss: 0.9547 - dice_coefficient: 0.5046
Epoch 5: loss did not improve from 0.74023
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Epoch 5: loss did not improve from 0.74023
 41/134 [========>.....................] - ETA: 10s - loss: 0.9545 - dice_coefficient: 0.5053
Epoch 5: loss did not improve from 0.74023
 42/134 [========>.....................] - ETA: 9s - loss: 0.9576 - dice_coefficient: 0.5041 
Epoch 5: loss did not improve from 0.74023
 43/134 [========>.....................] - ETA: 9s - loss: 0.9560 - dice_coefficient: 0.5044
Epoch 5: loss did not improve from 0.74023
 44/134 [========>.....................] - ETA: 9s - loss: 0.9514 - dice_coefficient: 0.5071
Epoch 5: loss did not improve from 0.74023
 45/134 [=========>....................] - ETA: 9s - loss: 0.9544 - dice_coefficient: 0.5043
Epoch 5: loss did not improve from 0.74023
 46/134 [=========>....................] - ETA: 9s - loss: 0.9563 - dice_coefficient: 0.5027
Epoch 5: loss did not improve from 0.74023
 47/134 [=========>....................] - ETA: 9s - loss: 0.9551 - dice_coefficient: 0.5021
Epoch 5: loss did not improve from 0.74023
 48/134 [=========>....................] - ETA: 9s - loss: 0.9595 - dice_coefficient: 0.5017
Epoch 5: loss did not improve from 0.74023
 49/134 [=========>....................] - ETA: 9s - loss: 0.9561 - dice_coefficient: 0.5037
Epoch 5: loss did not improve from 0.74023
 50/134 [==========>...................] - ETA: 9s - loss: 0.9537 - dice_coefficient: 0.5040
Epoch 5: loss did not improve from 0.74023
 51/134 [==========>...................] - ETA: 8s - loss: 0.9518 - dice_coefficient: 0.5042
Epoch 5: loss did not improve from 0.74023
 52/134 [==========>...................] - ETA: 8s - loss: 0.9546 - dice_coefficient: 0.5021
Epoch 5: loss did not improve from 0.74023
 53/134 [==========>...................] - ETA: 8s - loss: 0.9488 - dice_coefficient: 0.5043
Epoch 5: loss did not improve from 0.74023
 54/134 [===========>..................] - ETA: 8s - loss: 0.9472 - dice_coefficient: 0.5047
Epoch 5: loss did not improve from 0.74023
 55/134 [===========>..................] - ETA: 8s - loss: 0.9423 - dice_coefficient: 0.5063
Epoch 5: loss did not improve from 0.74023
 56/134 [===========>..................] - ETA: 8s - loss: 0.9381 - dice_coefficient: 0.5086
Epoch 5: loss did not improve from 0.74023
 57/134 [===========>..................] - ETA: 8s - loss: 0.9401 - dice_coefficient: 0.5068
Epoch 5: loss did not improve from 0.74023
 58/134 [===========>..................] - ETA: 8s - loss: 0.9417 - dice_coefficient: 0.5074
Epoch 5: loss did not improve from 0.74023
 59/134 [============>.................] - ETA: 8s - loss: 0.9443 - dice_coefficient: 0.5069
Epoch 5: loss did not improve from 0.74023
 60/134 [============>.................] - ETA: 7s - loss: 0.9409 - dice_coefficient: 0.5082
Epoch 5: loss did not improve from 0.74023
 61/134 [============>.................] - ETA: 7s - loss: 0.9427 - dice_coefficient: 0.5075
Epoch 5: loss did not improve from 0.74023
 62/134 [============>.................] - ETA: 7s - loss: 0.9411 - dice_coefficient: 0.5082
Epoch 5: loss did not improve from 0.74023
 63/134 [=============>................] - ETA: 7s - loss: 0.9509 - dice_coefficient: 0.5040
Epoch 5: loss did not improve from 0.74023
 64/134 [=============>................] - ETA: 7s - loss: 0.9466 - dice_coefficient: 0.5060
Epoch 5: loss did not improve from 0.74023
 65/134 [=============>................] - ETA: 7s - loss: 0.9423 - dice_coefficient: 0.5083
Epoch 5: loss did not improve from 0.74023
 66/134 [=============>................] - ETA: 7s - loss: 0.9393 - dice_coefficient: 0.5092
Epoch 5: loss did not improve from 0.74023
 67/134 [==============>...............] - ETA: 7s - loss: 0.9386 - dice_coefficient: 0.5090
Epoch 5: loss did not improve from 0.74023
 68/134 [==============>...............] - ETA: 7s - loss: 0.9385 - dice_coefficient: 0.5088
Epoch 5: loss did not improve from 0.74023
 69/134 [==============>...............] - ETA: 7s - loss: 0.9388 - dice_coefficient: 0.5081
Epoch 5: loss did not improve from 0.74023
 70/134 [==============>...............] - ETA: 6s - loss: 0.9379 - dice_coefficient: 0.5078
Epoch 5: loss did not improve from 0.74023
 71/134 [==============>...............] - ETA: 6s - loss: 0.9429 - dice_coefficient: 0.5053
Epoch 5: loss did not improve from 0.74023
 72/134 [===============>..............] - ETA: 6s - loss: 0.9424 - dice_coefficient: 0.5051
Epoch 5: loss did not improve from 0.74023
 73/134 [===============>..............] - ETA: 6s - loss: 0.9470 - dice_coefficient: 0.5025
Epoch 5: loss did not improve from 0.74023
 74/134 [===============>..............] - ETA: 6s - loss: 0.9469 - dice_coefficient: 0.5029
Epoch 5: loss did not improve from 0.74023
 75/134 [===============>..............] - ETA: 6s - loss: 0.9435 - dice_coefficient: 0.5045
Epoch 5: loss did not improve from 0.74023
 76/134 [================>.............] - ETA: 6s - loss: 0.9466 - dice_coefficient: 0.5032
Epoch 5: loss did not improve from 0.74023
 77/134 [================>.............] - ETA: 6s - loss: 0.9421 - dice_coefficient: 0.5057
Epoch 5: loss did not improve from 0.74023
 78/134 [================>.............] - ETA: 6s - loss: 0.9419 - dice_coefficient: 0.5053
Epoch 5: loss did not improve from 0.74023
 79/134 [================>.............] - ETA: 5s - loss: 0.9386 - dice_coefficient: 0.5070
Epoch 5: loss did not improve from 0.74023
 80/134 [================>.............] - ETA: 5s - loss: 0.9384 - dice_coefficient: 0.5079
Epoch 5: loss did not improve from 0.74023
 81/134 [=================>............] - ETA: 5s - loss: 0.9351 - dice_coefficient: 0.5086
Epoch 5: loss did not improve from 0.74023
 82/134 [=================>............] - ETA: 5s - loss: 0.9338 - dice_coefficient: 0.5097
Epoch 5: loss did not improve from 0.74023
 83/134 [=================>............] - ETA: 5s - loss: 0.9352 - dice_coefficient: 0.5103
Epoch 5: loss did not improve from 0.74023
 84/134 [=================>............] - ETA: 5s - loss: 0.9410 - dice_coefficient: 0.5104
Epoch 5: loss did not improve from 0.74023
 85/134 [==================>...........] - ETA: 5s - loss: 0.9436 - dice_coefficient: 0.5087
Epoch 5: loss did not improve from 0.74023
 86/134 [==================>...........] - ETA: 5s - loss: 0.9434 - dice_coefficient: 0.5089
Epoch 5: loss did not improve from 0.74023
 87/134 [==================>...........] - ETA: 5s - loss: 0.9440 - dice_coefficient: 0.5089
Epoch 5: loss did not improve from 0.74023
 88/134 [==================>...........] - ETA: 4s - loss: 0.9449 - dice_coefficient: 0.5093
Epoch 5: loss did not improve from 0.74023
 89/134 [==================>...........] - ETA: 4s - loss: 0.9422 - dice_coefficient: 0.5101
Epoch 5: loss did not improve from 0.74023
 90/134 [===================>..........] - ETA: 4s - loss: 0.9455 - dice_coefficient: 0.5087
Epoch 5: loss did not improve from 0.74023
 91/134 [===================>..........] - ETA: 4s - loss: 0.9458 - dice_coefficient: 0.5081
Epoch 5: loss did not improve from 0.74023
 92/134 [===================>..........] - ETA: 4s - loss: 0.9455 - dice_coefficient: 0.5082
Epoch 5: loss did not improve from 0.74023
 93/134 [===================>..........] - ETA: 4s - loss: 0.9453 - dice_coefficient: 0.5079
Epoch 5: loss did not improve from 0.74023
 94/134 [====================>.........] - ETA: 4s - loss: 0.9469 - dice_coefficient: 0.5072
Epoch 5: loss did not improve from 0.74023
 95/134 [====================>.........] - ETA: 4s - loss: 0.9508 - dice_coefficient: 0.5054
Epoch 5: loss did not improve from 0.74023
 96/134 [====================>.........] - ETA: 4s - loss: 0.9521 - dice_coefficient: 0.5047
Epoch 5: loss did not improve from 0.74023
 97/134 [====================>.........] - ETA: 3s - loss: 0.9525 - dice_coefficient: 0.5054
Epoch 5: loss did not improve from 0.74023
 98/134 [====================>.........] - ETA: 3s - loss: 0.9502 - dice_coefficient: 0.5075
Epoch 5: loss did not improve from 0.74023
 99/134 [=====================>........] - ETA: 3s - loss: 0.9525 - dice_coefficient: 0.5065
Epoch 5: loss did not improve from 0.74023
100/134 [=====================>........] - ETA: 3s - loss: 0.9497 - dice_coefficient: 0.5079
Epoch 5: loss did not improve from 0.74023
101/134 [=====================>........] - ETA: 3s - loss: 0.9479 - dice_coefficient: 0.5093
Epoch 5: loss did not improve from 0.74023
102/134 [=====================>........] - ETA: 3s - loss: 0.9468 - dice_coefficient: 0.5091
Epoch 5: loss did not improve from 0.74023
103/134 [======================>.......] - ETA: 3s - loss: 0.9459 - dice_coefficient: 0.5088
Epoch 5: loss did not improve from 0.74023
104/134 [======================>.......] - ETA: 3s - loss: 0.9451 - dice_coefficient: 0.5087
Epoch 5: loss did not improve from 0.74023
105/134 [======================>.......] - ETA: 3s - loss: 0.9445 - dice_coefficient: 0.5086
Epoch 5: loss did not improve from 0.74023
106/134 [======================>.......] - ETA: 3s - loss: 0.9445 - dice_coefficient: 0.5085
Epoch 5: loss did not improve from 0.74023
107/134 [======================>.......] - ETA: 2s - loss: 0.9431 - dice_coefficient: 0.5088
Epoch 5: loss did not improve from 0.74023
108/134 [=======================>......] - ETA: 2s - loss: 0.9403 - dice_coefficient: 0.5102
Epoch 5: loss did not improve from 0.74023
109/134 [=======================>......] - ETA: 2s - loss: 0.9387 - dice_coefficient: 0.5115
Epoch 5: loss did not improve from 0.74023
110/134 [=======================>......] - ETA: 2s - loss: 0.9355 - dice_coefficient: 0.5132
Epoch 5: loss did not improve from 0.74023
111/134 [=======================>......] - ETA: 2s - loss: 0.9337 - dice_coefficient: 0.5140
Epoch 5: loss did not improve from 0.74023
112/134 [========================>.....] - ETA: 2s - loss: 0.9343 - dice_coefficient: 0.5135
Epoch 5: loss did not improve from 0.74023
113/134 [========================>.....] - ETA: 2s - loss: 0.9327 - dice_coefficient: 0.5145
Epoch 5: loss did not improve from 0.74023
114/134 [========================>.....] - ETA: 2s - loss: 0.9302 - dice_coefficient: 0.5155
Epoch 5: loss did not improve from 0.74023
115/134 [========================>.....] - ETA: 2s - loss: 0.9285 - dice_coefficient: 0.5166
Epoch 5: loss did not improve from 0.74023
116/134 [========================>.....] - ETA: 1s - loss: 0.9283 - dice_coefficient: 0.5162
Epoch 5: loss did not improve from 0.74023
117/134 [=========================>....] - ETA: 1s - loss: 0.9279 - dice_coefficient: 0.5170
Epoch 5: loss did not improve from 0.74023
118/134 [=========================>....] - ETA: 1s - loss: 0.9269 - dice_coefficient: 0.5168
Epoch 5: loss did not improve from 0.74023
119/134 [=========================>....] - ETA: 1s - loss: 0.9272 - dice_coefficient: 0.5165
Epoch 5: loss did not improve from 0.74023
120/134 [=========================>....] - ETA: 1s - loss: 0.9253 - dice_coefficient: 0.5179
Epoch 5: loss did not improve from 0.74023
121/134 [==========================>...] - ETA: 1s - loss: 0.9236 - dice_coefficient: 0.5183
Epoch 5: loss did not improve from 0.74023
122/134 [==========================>...] - ETA: 1s - loss: 0.9256 - dice_coefficient: 0.5177
Epoch 5: loss did not improve from 0.74023
123/134 [==========================>...] - ETA: 1s - loss: 0.9248 - dice_coefficient: 0.5188
Epoch 5: loss did not improve from 0.74023
124/134 [==========================>...] - ETA: 1s - loss: 0.9229 - dice_coefficient: 0.5195
Epoch 5: loss did not improve from 0.74023
125/134 [==========================>...] - ETA: 0s - loss: 0.9249 - dice_coefficient: 0.5193
Epoch 5: loss did not improve from 0.74023
126/134 [===========================>..] - ETA: 0s - loss: 0.9246 - dice_coefficient: 0.5195
Epoch 5: loss did not improve from 0.74023
127/134 [===========================>..] - ETA: 0s - loss: 0.9226 - dice_coefficient: 0.5207
Epoch 5: loss did not improve from 0.74023
128/134 [===========================>..] - ETA: 0s - loss: 0.9209 - dice_coefficient: 0.5213
Epoch 5: loss did not improve from 0.74023
129/134 [===========================>..] - ETA: 0s - loss: 0.9211 - dice_coefficient: 0.5207
Epoch 5: loss did not improve from 0.74023
130/134 [============================>.] - ETA: 0s - loss: 0.9205 - dice_coefficient: 0.5208
Epoch 5: loss did not improve from 0.74023
131/134 [============================>.] - ETA: 0s - loss: 0.9193 - dice_coefficient: 0.5219
Epoch 5: loss did not improve from 0.74023
132/134 [============================>.] - ETA: 0s - loss: 0.9181 - dice_coefficient: 0.5225
Epoch 5: loss did not improve from 0.74023
133/134 [============================>.] - ETA: 0s - loss: 0.9180 - dice_coefficient: 0.5223
Epoch 5: loss did not improve from 0.74023
134/134 [==============================] - 15s 108ms/step - loss: 0.9183 - dice_coefficient: 0.5224 - lr: 1.0000e-04
Out[26]:
<keras.callbacks.History at 0x7ff86f765dc0>

2.D.

In [27]:
model.evaluate(X_test, y_test)
1/1 [==============================] - 1s 1s/step - loss: 0.7505 - dice_coefficient: 0.6019
Out[27]:
[0.7504779100418091, 0.6019384860992432]

we were able to get a Dice Coff which is above 50%

3.

In [28]:
test_image = X_test[3]
plt.imshow(test_image)
test_image = cv2.resize(test_image, (IMAGE_WIDTH, IMAGE_HEIGHT))
feat_scaled = np.array(test_image, dtype=np.float32)
y_pred = model.predict(np.array([feat_scaled]))
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
1/1 [==============================] - 0s 444ms/step
In [29]:
pred_mask = cv2.resize((1.0*(y_pred[0] > 0.5)), (IMAGE_WIDTH, IMAGE_HEIGHT))
plt.imshow(feat_scaled)
plt.show()
plt.imshow(pred_mask)
plt.show()
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).

PART B¶

1.

In [30]:
zipfile_path = os.path.join(folderPath, "training_images")
zipfile_path
Out[30]:
'/content/drive/MyDrive/Colab4GPU/Project2/training_images'
In [31]:
from zipfile import ZipFile
with ZipFile(zipfile_path + '.zip', 'r') as z:
  print("Zip already extracted") if os.path.exists(zipfile_path) else z.extractall(path=folderPath)
In [32]:
import glob
import re
import skimage
In [33]:
training_images_paths = glob.glob(zipfile_path + "/*")
training_images_paths
Out[33]:
['/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00947.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01052.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01042.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00964.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01053.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00971.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01057.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01044.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01041.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01067.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00969.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00956.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00975.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01021.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00945.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01068.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01062.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01016.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01065.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01027.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00961.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01014.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01010.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00952.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00951.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00981.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01050.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00962.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00995.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01056.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00977.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00985.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01005.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01031.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01008.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01073.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00978.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01077.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00984.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01032.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00943.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01015.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00970.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01037.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01080.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00954.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00967.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01047.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01039.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01006.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01075.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01017.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01079.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01049.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01040.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00958.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00944.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01007(1).jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01061.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01011.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01000.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00963.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01036.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01069.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00972.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00996.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00959.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01055.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01034.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00973.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00955.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00946.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01029.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01063.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01060.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00976.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00974.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00993.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01038.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00988.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00950.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00997.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01076.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00990.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00982.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01022.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01007.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01013.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01030.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01054.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00968.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01035.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01051.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01043.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00999.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01071.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01026.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00979.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00987.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01048.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00991.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01023.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_01020.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00983.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00948.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00953.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00960.jpg',
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 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00052.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00060.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00139.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00144.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00129.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00113.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00077.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00027.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00078.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00036.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00097.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00032.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00090.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00152.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00156.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00099.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00165.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00138.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00051.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00087.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00160.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00058.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00155.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00042.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00089.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00026.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00030.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00081.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00068.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00053.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00170.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00300.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00108.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00168.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00154.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00102.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00158.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00084.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00161.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00140.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00039.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00023.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00145.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00033.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00056.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00034.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00111.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00150.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00094.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00132.jpg',
 '/content/drive/MyDrive/Colab4GPU/Project2/training_images/real_00057.jpg',
 ...]

2.

In [34]:
haarcascade_frontalface_default_path = folderPath + "/haarcascade_frontalface_default.xml"
haarcascade_frontalface_default_path
Out[34]:
'/content/drive/MyDrive/Colab4GPU/Project2/haarcascade_frontalface_default.xml'
In [35]:
cascade_model = cv2.CascadeClassifier(haarcascade_frontalface_default_path)
In [36]:
def extract_face(image):
    # Gets the face from the image passed using Haar-Cascade
    
    global cascade_model
    
    # Getting co-ordinates of the face
    gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
    faces = cascade_model.detectMultiScale(
        gray,
        scaleFactor=1.4,
        minNeighbors=5,
        minSize=(32, 32)
    )
    
    # Extracts the face from the image and returns it
    if len(faces)>0:
        x,y,w,h = faces[-1]
        return x,y,w,h, len(faces)
    return 0,0,0,0,0
In [37]:
df = pd.DataFrame(columns=('x','y','w','h','Total_Faces','Image_Name','pred_mask'))

for image_path in training_images_paths[:20]:
  image_name = re.split(r'[/\\]', image_path)[-1]
  image = cv2.imread(os.path.join(image_path))

  x,y,w,h, count = extract_face(image)
  df.loc[len(df)] = [x,y,w,h,count,image_name,pred_mask]

3.

In [38]:
df
Out[38]:
x y w h Total_Faces Image_Name pred_mask
0 0 0 0 0 0 real_00947.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
1 0 0 0 0 0 real_01052.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
2 49 159 354 354 2 real_01042.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
3 26 90 496 496 1 real_00964.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
4 59 45 496 496 1 real_01053.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
5 0 0 0 0 0 real_00971.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
6 139 186 354 354 1 real_01057.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
7 183 176 354 354 1 real_01044.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
8 173 142 354 354 1 real_01041.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
9 0 0 0 0 0 real_01067.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
10 0 0 0 0 0 real_00969.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
11 164 171 354 354 1 real_00956.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
12 148 131 354 354 2 real_00975.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
13 64 79 496 496 1 real_01021.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
14 39 72 496 496 1 real_00945.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
15 111 175 354 354 1 real_01068.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
16 36 162 354 354 1 real_01062.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
17 115 154 354 354 2 real_01016.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
18 0 0 0 0 0 real_01065.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...
19 81 69 496 496 1 real_01027.jpg [[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0,...

4.

In [39]:
df.to_csv(folderPath + '/ExtractedFaces.csv')

PART C¶

1.

In [40]:
zipfile_path = os.path.join(folderPath, "PINS")
zipfile_path
Out[40]:
'/content/drive/MyDrive/Colab4GPU/Project2/PINS'
In [41]:
from zipfile import ZipFile
with ZipFile(zipfile_path + '.zip', 'r') as z:
  print("Zip already extracted") if os.path.exists(zipfile_path) else z.extractall(path=folderPath)
  1. & 3.
In [42]:
class IdentityMetadata():
    def __init__(self, name, base, foldername, file):
        # identity name
        self.name = name
        # dataset base directory
        self.base = base
        # folder name
        self.foldername = foldername
        # image file name
        self.file = file

    def __repr__(self):
        return self.image_path()

    def image_path(self):
        return os.path.join(self.base, self.foldername, self.file)
In [43]:
def load_metadata(path):
    metadata = []
    for i in os.listdir(path):
        for f in os.listdir(os.path.join(path, i)):
            # Check file extension. Allow only jpg/jpeg' files.
            ext = os.path.splitext(f)[1]
            if ext == '.jpg' or ext == '.jpeg':
                name = i.split('_')[-1]
                metadata.append(IdentityMetadata(name, path, i, f))
    return np.array(metadata)
In [44]:
metadata = load_metadata(zipfile_path)
metadata.shape
Out[44]:
(10770,)
In [45]:
print("NAME             : ", metadata[1].name)
print("base folder      :", metadata[1].base)
print("image folder     :", metadata[1].foldername)
print("image file name  :", metadata[1].file)
NAME             :  mark zuckerberg
base folder      : /content/drive/MyDrive/Colab4GPU/Project2/PINS
image folder     : pins_mark zuckerberg
image file name  : mark zuckerberg50.jpg

4.

In [46]:
def load_image(path):
    img = cv2.imread(path, 1)
    return img[...,::-1]
In [47]:
n = 15
img_path = metadata[n].image_path()
img = load_image(img_path)

fig = plt.figure(figsize = (15, 7.2))
ax = fig.add_subplot(1, 1, 1)
title = metadata[n].name
ax.set_title(title, fontsize = 20)
_ = plt.imshow(img)
In [48]:
def vgg_face():	
    model = Sequential()
    model.add(ZeroPadding2D((1,1),input_shape=(224,224, 3)))
    model.add(Convolution2D(64, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(64, (3, 3), activation='relu'))
    model.add(MaxPooling2D((2,2), strides=(2,2)))
    
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(128, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(128, (3, 3), activation='relu'))
    model.add(MaxPooling2D((2,2), strides=(2,2)))
    
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(256, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(256, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(256, (3, 3), activation='relu'))
    model.add(MaxPooling2D((2,2), strides=(2,2)))
    
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(512, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(512, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(512, (3, 3), activation='relu'))
    model.add(MaxPooling2D((2,2), strides=(2,2)))
    
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(512, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(512, (3, 3), activation='relu'))
    model.add(ZeroPadding2D((1,1)))
    model.add(Convolution2D(512, (3, 3), activation='relu'))
    model.add(MaxPooling2D((2,2), strides=(2,2)))
    
    model.add(Convolution2D(4096, (7, 7), activation='relu'))
    model.add(Dropout(0.5))
    model.add(Convolution2D(4096, (1, 1), activation='relu'))
    model.add(Dropout(0.5))
    model.add(Convolution2D(2622, (1, 1)))
    model.add(Flatten())
    model.add(Activation('softmax'))
    return model
In [49]:
model = vgg_face()
model.load_weights(folderPath +'/vgg_face_weights.h5')
print(model.summary())
Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 zero_padding2d (ZeroPadding  (None, 226, 226, 3)      0         
 2D)                                                             
                                                                 
 conv2d_1 (Conv2D)           (None, 224, 224, 64)      1792      
                                                                 
 zero_padding2d_1 (ZeroPaddi  (None, 226, 226, 64)     0         
 ng2D)                                                           
                                                                 
 conv2d_2 (Conv2D)           (None, 224, 224, 64)      36928     
                                                                 
 max_pooling2d (MaxPooling2D  (None, 112, 112, 64)     0         
 )                                                               
                                                                 
 zero_padding2d_2 (ZeroPaddi  (None, 114, 114, 64)     0         
 ng2D)                                                           
                                                                 
 conv2d_3 (Conv2D)           (None, 112, 112, 128)     73856     
                                                                 
 zero_padding2d_3 (ZeroPaddi  (None, 114, 114, 128)    0         
 ng2D)                                                           
                                                                 
 conv2d_4 (Conv2D)           (None, 112, 112, 128)     147584    
                                                                 
 max_pooling2d_1 (MaxPooling  (None, 56, 56, 128)      0         
 2D)                                                             
                                                                 
 zero_padding2d_4 (ZeroPaddi  (None, 58, 58, 128)      0         
 ng2D)                                                           
                                                                 
 conv2d_5 (Conv2D)           (None, 56, 56, 256)       295168    
                                                                 
 zero_padding2d_5 (ZeroPaddi  (None, 58, 58, 256)      0         
 ng2D)                                                           
                                                                 
 conv2d_6 (Conv2D)           (None, 56, 56, 256)       590080    
                                                                 
 zero_padding2d_6 (ZeroPaddi  (None, 58, 58, 256)      0         
 ng2D)                                                           
                                                                 
 conv2d_7 (Conv2D)           (None, 56, 56, 256)       590080    
                                                                 
 max_pooling2d_2 (MaxPooling  (None, 28, 28, 256)      0         
 2D)                                                             
                                                                 
 zero_padding2d_7 (ZeroPaddi  (None, 30, 30, 256)      0         
 ng2D)                                                           
                                                                 
 conv2d_8 (Conv2D)           (None, 28, 28, 512)       1180160   
                                                                 
 zero_padding2d_8 (ZeroPaddi  (None, 30, 30, 512)      0         
 ng2D)                                                           
                                                                 
 conv2d_9 (Conv2D)           (None, 28, 28, 512)       2359808   
                                                                 
 zero_padding2d_9 (ZeroPaddi  (None, 30, 30, 512)      0         
 ng2D)                                                           
                                                                 
 conv2d_10 (Conv2D)          (None, 28, 28, 512)       2359808   
                                                                 
 max_pooling2d_3 (MaxPooling  (None, 14, 14, 512)      0         
 2D)                                                             
                                                                 
 zero_padding2d_10 (ZeroPadd  (None, 16, 16, 512)      0         
 ing2D)                                                          
                                                                 
 conv2d_11 (Conv2D)          (None, 14, 14, 512)       2359808   
                                                                 
 zero_padding2d_11 (ZeroPadd  (None, 16, 16, 512)      0         
 ing2D)                                                          
                                                                 
 conv2d_12 (Conv2D)          (None, 14, 14, 512)       2359808   
                                                                 
 zero_padding2d_12 (ZeroPadd  (None, 16, 16, 512)      0         
 ing2D)                                                          
                                                                 
 conv2d_13 (Conv2D)          (None, 14, 14, 512)       2359808   
                                                                 
 max_pooling2d_4 (MaxPooling  (None, 7, 7, 512)        0         
 2D)                                                             
                                                                 
 conv2d_14 (Conv2D)          (None, 1, 1, 4096)        102764544 
                                                                 
 dropout (Dropout)           (None, 1, 1, 4096)        0         
                                                                 
 conv2d_15 (Conv2D)          (None, 1, 1, 4096)        16781312  
                                                                 
 dropout_1 (Dropout)         (None, 1, 1, 4096)        0         
                                                                 
 conv2d_16 (Conv2D)          (None, 1, 1, 2622)        10742334  
                                                                 
 flatten (Flatten)           (None, 2622)              0         
                                                                 
 activation (Activation)     (None, 2622)              0         
                                                                 
=================================================================
Total params: 145,002,878
Trainable params: 145,002,878
Non-trainable params: 0
_________________________________________________________________
None
In [50]:
from tensorflow.keras.models import Model
vgg_face_descriptor = Model(inputs=model.layers[0].input, outputs=model.layers[-2].output)
In [51]:
img_path = metadata[0].image_path()
img = load_image(img_path)

# Normalising pixel values from [0-255] to [0-1]: scale RGB values to interval [0,1]
img = (img / 255.).astype(np.float32)

img = cv2.resize(img, dsize = (224,224))
print(img.shape)

# Obtain embedding vector for an image
# Get the embedding vector for the above image using vgg_face_descriptor model and print the shape 

embedding_vector = vgg_face_descriptor.predict(np.expand_dims(img, axis=0))[0]
print(embedding_vector.shape)
(224, 224, 3)
1/1 [==============================] - 1s 1s/step
(2622,)
In [52]:
from tqdm import tqdm
In [53]:
embeddings = []
embeddings = np.zeros((metadata.shape[0], 2622))
for i, meta in tqdm(enumerate(metadata)):
  try:
    image = load_image(str(meta))
    image = (image/255.).astype(np.float32)
    image = cv2.resize(image, (224, 224))
    embeddings[i] = vgg_face_descriptor.predict(np.expand_dims(image, axis = 0))[0]
  except:
    embeddings[i] = np.zeros(2622)
0it [00:00, ?it/s]
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5.

In [54]:
def distance_btw_photo(emb1, emb2):
    return np.sum(np.square(emb1 - emb2))
In [55]:
def photo_pair(idx1, idx2):
    plt.figure(figsize=(10,3))
    plt.suptitle(f'Distance = {distance_btw_photo(embeddings[idx1], embeddings[idx2]):.2f}')
    plt.subplot(121)
    plt.imshow(load_image(metadata[idx1].image_path()))
    plt.subplot(122)
    plt.imshow(load_image(metadata[idx2].image_path()));    

photo_pair(2, 3)
photo_pair(2, 180)

photo_pair(30, 31)
photo_pair(30, 100)

photo_pair(70, 72)
photo_pair(70, 115)

6.

In [56]:
train_idx = np.arange(metadata.shape[0]) % 9 != 0     #every 9th example goes in test data and rest go in train data
test_idx = np.arange(metadata.shape[0]) % 9 == 0


X_train = embeddings[train_idx]

X_test = embeddings[test_idx]

targets = np.array([m.name for m in metadata])

y_train = targets[train_idx]

y_test = targets[test_idx]
display(X_train.shape, X_test.shape, y_train.shape, y_test.shape)
(9573, 2622)
(1197, 2622)
(9573,)
(1197,)
In [57]:
from sklearn.preprocessing import LabelEncoder 
le = LabelEncoder()
y_train = le.fit_transform(y_train)
y_test = le.transform(y_test)
In [58]:
from sklearn.preprocessing import StandardScaler 
SS= StandardScaler()
X_train_ss = SS.fit_transform(X_train)
X_test_ss = SS.transform(X_test)
print(X_train_ss)
[[ 1.01259599  1.50950177  0.29281411 ...  0.41421063  0.69123451
  -1.17165333]
 [-0.30229644  3.12414742  1.94676532 ...  0.82522083  1.00856709
   0.2849892 ]
 [ 0.38452147  1.31208742 -0.68565779 ...  0.964679    1.59038878
   0.54344618]
 ...
 [-0.5887049  -0.18055319 -0.4695441  ...  0.28115156  1.40175565
   0.37727055]
 [-1.19820354 -0.50629338 -0.70875397 ...  0.79512488  0.43267639
   0.26863984]
 [-0.95795935 -0.41344596  0.44561798 ...  0.8014221   0.9145346
   0.11207892]]
In [59]:
from sklearn.decomposition import PCA

n_components = 128
  
pca = PCA(n_components=n_components, whiten=True)
pca.fit(X_train_ss)
X_train_pca = pca.transform(X_train_ss) 
X_test_pca = pca.transform(X_test_ss) 

7.

In [60]:
from sklearn.svm import SVC

model_svc= SVC(kernel='linear')
model_svc.fit(X_train_pca, y_train)
print('Accuracy for svc train set: {0:.6f}'.format(model_svc.score(X_train_pca, y_train)))
Accuracy for svc train set: 0.999791
  1. & 9.
In [61]:
example_idx = 10

example_image = load_image(metadata[test_idx][example_idx].image_path())
example_prediction = model_svc.predict([X_test_pca[example_idx]])
example_identity = le.inverse_transform(example_prediction)[0]

plt.imshow(example_image)
plt.title(f'Identified as {example_identity}');